{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "warning: can't import TA-Lib, will be ignored! You can fetch ta-lib from https://www.lfd.uci.edu/~gohlke/pythonlibs/#ta-lib\n",
      "std::cout are redirected to python::stdout\n",
      "std::cerr are redirected to python::stderr\n",
      "2023-10-14 02:22:48.762 [HKU-I] - Using SQLITE3 BaseInfoDriver (BaseInfoDriver.cpp:58)\n",
      "2023-10-14 02:22:48.763 [HKU-I] - Loading market information... (StockManager.cpp:499)\n",
      "2023-10-14 02:22:48.763 [HKU-I] - Loading stock type information... (StockManager.cpp:512)\n",
      "2023-10-14 02:22:48.763 [HKU-I] - Loading stock information... (StockManager.cpp:426)\n",
      "2023-10-14 02:22:48.816 [HKU-I] - Loading stock weight... (StockManager.cpp:529)\n",
      "2023-10-14 02:22:49.158 [HKU-I] - Loading KData... (StockManager.cpp:134)\n",
      "2023-10-14 02:22:49.162 [HKU-I] - Preloading all day kdata to buffer! (StockManager.cpp:157)\n",
      "2023-10-14 02:22:49.163 [HKU-I] - Preloading all week kdata to buffer! (StockManager.cpp:160)\n",
      "2023-10-14 02:22:49.163 [HKU-I] - Preloading all month kdata to buffer! (StockManager.cpp:163)\n",
      "2023-10-14 02:22:49.176 [HKU-I] - 0.02s Loaded Data. (StockManager.cpp:145)\n",
      "Wall time: 1.09 s\n"
     ]
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "%time from hikyuu.interactive import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  1 绘制指标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ThYWFHHrooYHnNDY2smnTpg7XGTNmDDNmzGDv3r3s3bu3102DTjzxRO677z5++tOfMnz4cM4666zAY9dddx0ej4empiauv/56PB4PV155JbW1tdhsNh5++GG+853v8Oyzz7Jx48Zux+JY8vLycLlcvPDCC4GxQSkpKd0+vzflyunp6Tz++OOcffbZlJaWcvXVVzN8+HD27t3Lm2++yfnnnx8Y9VRZWdnh/jidTg4//HD++te/csUVV1BZWckll1xCRkYGS5cu5bbbbmPcuHHcfPPNACxcuJAHH3yQSy65hNGjR7Nr1y5uueUWTjvttA7Z2oqKig73JzExMdAA6ssvv2T27Nn7/Xv11a9+9SsA7rzzTs4++2xuvPFGvve973HLLbewaNEiXnjhhUAzr6OOOorZs2fz3e9+l/vuu49t27bxl7/8pcMMZhERERGRaFCQG2ajRo1i8eLF3H777Vx//fUUFRWRkZHBlClTuOWWWwLP83q9HHvssR1eu2rVKmbMmMHixYu59dZbufzyyykvL6egoIBTTjmFxx57jKFDhwaeP2nSJG6++WaKiorIycnhyCOPZMGCBYHxNQCfffZZp27CjY2NpKenc8ghh/Dmm28GAu/euOaaa1i7di0XX3xxhyZON998MzfccAObN29m1qxZvP3222RmZpKZmcn999/PHXfcwcMPP8xVV13FGWecsd+GSk6nk3vvvZebb76ZZ599lq+//rrHILe3vvWtb/HZZ59xxx13cNFFF1FbW0tubi6HHXZYh4ZhS5cu7XB/cnJyKCsr4/LLL2fUqFHcddddnHLKKTQ1NTF69GguueQSfv7znwcC2FGjRlFTU8MVV1xBVVUVQ4cO5cwzz+Q3v/lNh/Xcd9993HfffYH3586dGyhXf+utt7jooov6/XfuTvt7kJyczN///nd+//vfc8ghhzBq1Cj++9//BkrjDcPgpZde4oorruCII46goKCAP/7xjx1+0SEiIiIiEg2Gr7dDXyPAatBUXV1Neno6brebN954g1NOOQWA0tJS8vLycDqdUV7pwPTEE0/wpz/9iaVLl/b5HB9++CHHHnssO3fuZPDgwWzcuJFx48Z12ThLem/58uWBz2t/9yv3hsfjCfm9c7vd+h6OkPb/dupzHV907+KX7l180/2LX7p38W3f+7dvPNhX2pMrAeeffz52u50nnngi2kuRdnw+H9dddx2//e1vIxLgioiIiIjEMwW5EuBwOHjyyScjNqZGemfnzp2cfPLJ/OQnP4n2UkREREREYp725EoH48eP7zTyRqKrsLCQ6667LtrLEBERERGJCwpyJaSOOeYYrG3evR2NIyIiIiIiEioqV5aoiqG+ZyIiIiIiMgAokytR4fP5WLm7ms82lXHQsEwOH5sb7SWJiIiIiMgAoEyuRFx9cyuvrtjDB+tKaG71sr64NtpLEhERERGRAUKZXImoLaV1vLummEa3B7th4PH5qGl009LqJcGh37mIiIiIiEj/KKqQiPliSzmvrthDo9tDbqqLC+YWkuIyf89SVtcc5dWJiIiIiMhAoEyuRMT28nq+2FIOwKzCLOaNycFht5Gb6qK+uZWyumaGZCZFeZUiIiIiIhLvlMmVsGt0e3jn62IADhqWwVHj83DYzS+93NQEAMrrWqK2PhERERERGTgU5IbZZZddxgknnBB4/5ZbbsEwjA5/Bg0aFPZ1nHrqqfzhD38I+Xkfeughxo8fT2JiIsNGjeXu+/9fh8ffeecdph00gx+dMInfX3oCC5/9B16vF4CrrrqKh35/E7D/cmWv18vf//53ZsyY0e1zXnjhBYYMGdKrdW/ZsoUTTjiBJ554osPHfT4fv//97xk2bBhJSUmccMIJbNmypVfnFBERERGR6FO5chQUFhby3nvvBd53OMJ7G5599ll27NjBddddF9Lzrlq1ir/+9a/cddddbGlO5aP33uGGn11LqyOZG350OTU1Ndz5h7s57uJrGT52MnmNO7jplz8jOSmRX/ziF9xzzz2MGz+BvJkn4DpoFj6fD8MwOl3n4Ycf5v7772fTpk0MHz680+Mvvvgid999N8uWLcPj8fS45k2bNnHXXXfx7LPPUltby2WXXdbh8fvvv5+7776bhx56iMLCQn7xi1/wzW9+k5UrV+J0Ovv1+RIRERERkfBTJjcKnE4nY8eODfwZOXJkWK93zz33cN1112G320N63qFDh/L555/z7W9/m6RBozn+/B8wbuY8nn/hRZ5fsovieg/X/Pk55px4BmefOI+fX/sjLrnkEl588UUA0tLSuOqqK/nw+UdpbvVS19za5XUeeughLrvssm6D9EceeYTjjz+ee++9d79rXrBgAaWlpXz88cddPn7nnXdy0003cf755zNv3jz++9//smnTJt58881eflZERERERCSa4jfI9fmgpT46f3y+sPyVtm3bhmEYPPPMM5xwwgkkJyczb948duzYwdNPP83o0aPJyMjg4osvprGxMfC6hx9+mOnTp5OSksKYMWM6lOCuX7+e1atXc9555wU+ZhgGf//737nssstIS0tj1KhRPPfcc0GvNzs7m5SUFCob3Lg9Xhw2gyE5aeDzsqe6kbfWVZCcmcOwrCRmj8gCIDExsUO29buXX87qz96jubGBsm725S5evJhf/OIX3WZSX3/9de644w5SU1P3u+Yrr7ySV155pcuy57KyMkpLS5k5c2bgY4WFhYwaNYovv/xyv+cWEREREZHoi99yZXcD/L53+y9D7sY9kJASttPfeuut/PGPf+T666/nsssu4/TTT8fhcPDkk0+yZcsWLrvsMubMmcNPfvITAN544w1uvPFGJk6cyGOPPcb3vvc9jj76aIYPH87ChQs59NBDcblcHa5x5513csMNN3DNNdfwu9/9jssuu4zjjjuOnJwcACZMmMD27du7XF9TU1OH94tr/O/XlrLok4+44657GJKZxJ6qRpwGnDgpH8MwqKqq4vnnn+eSSy4JvLawsJDcgsFsW7ucsmmFjMrt/HntqoQ5mMd7+9yMjAwcDkeHv7fP56Ouro6SkpJeX0NERERERKInfoPcOLZlyxYSExMD719++eX87W9/C7x/5ZVXcsoppwDwgx/8gFtuuYXFixcze/ZsDjvsMB599FE+//zzQJD70ksvBV572223cf/997NkyRKGDx/Opk2bmDBhQqc1fOtb3+Kqq64C4I9//CPjx49nyZIlzJ8/HzADZ7fbba63tI4vtpRz7IR8Bncx5qe4pomSXVv5zy0/YtasWfz4qu/jcDrZWFRDXfleUl0OioqKOOOMM0hNTeWGG27o8PoRo8dQvmdH1GflOp1OTjvtNP7whz8wb948Ro4cyW233UZxcXHIS71FRERERCQ84jfIdSabGdVoXbsfhg8fzttvvx14PzMzs8Pj06dP7/Bcm83Wobx2yJAhFBUVBd7/5JNPeOyxx1i+fDmbNm0CoKqqCoDKyspAdra9WbNmBY5HjRoFQGlpaeBjY8aMCRyvadhF9tB0GlPSmDhxcKdzvfbKKzz4u59z2LwjeOWFZ0hIMMcCjc1PZWM1LFy4kIsuuojCwkI+/vjjTn/fgvw8GmqrY2KM0F//+lcuvPBCJk+ejM1m45xzzmHKlCnk5+dHe2kiIiIiItIL8RvkGkZYS4bDyel0MnHixG4fb99t2WazYRhGh0yi3W7H598X/P7773PyySdz22238aMf/YgxY8Z0CGoTEhJobu6cIW2/v9W6nq/dXuOxY8eybds2/8f9HzTAAFpb2xpEPfDAA/z51z/nm9/9Of/8429JS23LUAO8++67XHfddfzkJz/hjjvu6HJfra+1BYczgYr6FjxeH3Zb78uPQ62goID33nuPiooKPB4PWVlZ5ObmdtinKyIiIiIisSt+g1wB4OWXX2b27Nlcf/31AKxbt65DY6e8vDw2btwY9Hnffvtt3G43VfUtvLJid+Djp08fGjhesWIFP/vZz7jk139m1lHzyUrpuO+3qKiIG264gT/84Q/89Kc/7fZaleVljJmcjdfno7KhhdxUV7fPjZTs7GwAHn/8cWw2W6CMW0REREREYpuC3Chwu92BsmLLiBEj+nSugoICVq9ezZtvvkl6ejq33XZbh+ZKs2bN4sknnwz6vFa58urd1RRUtmVnE/PyAsfPPPMMg4YMZdDIcXir9rJlc8fX/+9//8Pj8XDyySd3+vsWFhaSkJCA2+1m2bJlfPvqWwAoq20OaZC7efNmLr74Yp544okOJdjdWbBgAQ6Hg/z8fBYuXMgvf/lL7rvvPpKT+1eiLiIiIiIikaEgNwp27NjBuHHjOnxs7dq1HZpR9dY111zDV199xTnnnMOQIUN46KGHWLBgQeDxI488kh07drBlyxZGjx4d9PmLqs3OyQl2Gy0eLzsrG5lRaI4DKioqYteO7fz+ss5ZztraWoqKimhubmbSpEmdHl+1ahVTp05l4cKFZGZmMmP6VFbtrul2jFBfVVdXs3btWqqrq3v1/G3btnHjjTdSXV3NxIkTeeihh7jgggtCuiYREREREQkfw+cL09DXPqipqSEjI4Pq6mrS09Nxu9288cYbgU7DpaWl5OXldTsvVbp2xRVXkJaWxn333Rf0a//z+XbK65uZMzKbr7ZV4HLYuPLoMdj82eKnv9pBUXUTJ08dxMRB6R1e6/F42LhxI+PGjeu2O/EZZ5zBnDlzOPXSH/PBuhJG5qRwxsyhXT5XIqc39y5Ybrdb38MR0v7fTn2u44vuXfzSvYtvun/xS/cuvu17//aNB/vKFsI1Soy6+eabefrpp9mwYUNQr2tu9VBebzatmj4skwS7jeZWL6W15sc8Xl/guCA9+Cz0Rx99xIoVK7jmmmvI85coR3uMkIiIiIiIxDcFuQeAwsJCHn/8cdatWxfU64przIAzPdFJaqKDYVnmjNydFQ0AgW7ICQ4bmUnB/+Zs+/btPPPMM6Snp5OTao4dqmtupcnt2c8rRUREREREutanIHfFihXMmjWLTz75JPCx999/H8MwOvw59dRTQ7ZQ6Z/58+dz2mmnBfWaoupGAAZlmFna4dlm86WdlebHi2vM/boFaYkdml311iWXXMIhhxwCgMthJy3RDJSVzRURERERkb4KqvHU0qVLueuuu3jttddobGzs8FhFRQVDhw7lww8/DHwsJSU+59iKaa+/6dS+Qe7uykY8Xl8gyM1PD0035NzUBGqb3JTXtTAsS92MRUREREQkeEEFuS+++CIul4vXXnuN448/vsNjFRUVFBQUMHbs2JAuUKLD5/MFOisP9ge5OSkJJDntNLo9FNU0UdKP/bhdyU11sbWsnlJlckVEREREpI+CCnKtGazbtm3r9FhFRQW5ubmhWle3YqgZ9IBW09hKo9uD3TDISzMztYZhMCw7mY3FtWwvq6csDEEuQLmC3AFJ37siIiIiEglBBbk97bssLy9nwYIFpKSkUFhYyOmnn86vf/1rUlNTu31Nc3Mzzc1tAU1NTQ1gtpK2/ljvOxwOfD4f5eXlpKWlYbfb+7QPVHpnV3k9TsNLXpqL1pYWWv0fH5rmYFuJl3V7KrHhIdlpx2V4aGrq3CzK6/Xi9Xppbm7GZtv/9u+MBB9Ow0t1fRONjU3o9kZPsPeuJz6fD4/HQ21tLT6fD5/PF/jelvBo/2+nxBfdu/ilexffdP/il+5dfNv3/oXqPvZpTu62bdsYNWoUCxcu5IgjjgBg8+bNVFdX4/P5+Pzzz7n55ps57rjjeP7557s9zy233MKtt97a6eNPPfUUycmd92QahkFycjLJycn9/sFbera9zqC40WBQko/C1LYvkSYPrKxo+9xnJPiYkBGaDJ0PWFxqwwdMz/biCs14VokBXq+XhoYGGhoalNEVERERkS41NDRw4YUX9ntObsiC3H395z//4ZJLLqGkpIS8vLwun9NVJnf48OGUlZWRnp6O2+3m3Xff5cQTTwwMd/b5fIEsk4TPFf9ewpqiOm791kROnFQQ+LjP5+Pbf/uCkroWAC45tJCrjhrV5Tncbjcff/wxRx11VK+Hc1/0z6/YWt7An889iDkjs/r/F5E+6cu964nNZsNms6n6IkK6+rdT4oPuXfzSvYtvun/xS/cuvu17/2pqasjNze13kBtUuXIwZs2aBZizULsLcl0uFy5X5868Tqezwxfpvu9LeDW5PXy5o5ZWr49Zowo6ZdWnFubw4tLdAEwelt1l1h3ML1qv10tycnKv719ykouqpjrKm3zdnlfCry/3TmKP/u2MX7p38Uv3Lr7p/sUv3bv4Zt2/UN3DsNX8fvnll9hsNkaN6jrLJ7Hr6z3VtHp95KYmMCwrqdPj88a0NRibNiwzpNfOTzObWFmdm0VERERERIIRskzuTTfdxJw5cxg9ejSLFi3i+uuv58orryQnJydUl5AIWbajCoAZw7O6LC89alwuKQl2BmcmMSQjNJ2VLfn+Ts4lNQpyRUREREQkeCELcg3D4Morr6SmpobRo0fzm9/8hmuvvTZUp5cIsoLcmYWZXT6en57IWz89iqSE0He4tsYVldQ2hfS8IiIiIiJyYOhTkDty5MhOHVJvv/12br/99pAsSqJr2Y5KoPsgF2B4dnj2y+anq1xZRERERET6TnN4pIPqBjd7qs0s6kEh3m/bG1a5cqmCXBERERER6QMFudJBsb9MODPZSaorbM23u9W2J1flyiIiIiIiEjwFudJBsT+4LEgLbUOp3rLKletbPNQ1t0ZlDSIiIiIiEr8U5EoHxf6uxvnpnecXR0Kqy0Fygh1QNldERERERIKnIFc6CGRy06OTyYV2JcvalysiIiIiIkFSkCsdlASC3OhkcgHy09RhWURERERE+kZBrnRglStHNZObruZTIiIiIiLSNwpypQOru3J+lBpPtb+2xgiJiIiIiEiwFORKByVRbjzV/toqVxYRERERkWApyJUAr9dHSW0sNZ5SubKIiIiIiARHQa4EVDa04Pb4AMhLjYHGUzXK5IqIiIiISHAU5EqA1XQqJyWBBEf0vjRUriwiIiIiIn2lIFcCAk2noliqDG3lytWNbprcnqiuRURERERE4ouCXAkoDYwPil6pMkBGkjOQSVaHZRERERERCYaCXAko9s+lLYji+CAAwzACe4JVsiwiIiIiIsFQkCsBxYHOytHN5ELbvtxSdVgWEREREZEgKMiVgOLAjNzoZnKh/RghZXJFRERERKT3FORKQElN9GfkWjRGSERERERE+kJBrgQUx0jjKWifyVW5soiIiIiI9J6CXAHA4/VRWmcFuTGQydWsXBERERER6QMFuQJAeX0zHq8PmwE5KQnRXo7KlUVEREREpE8U5ArQFkzmprpw2KP/ZZGnxlMiIiIiItIH0Y9mJGR8Ph/NrZ4+vbY4hppOQVu5cnl9M60eb5RXIyIiIiIi8UJB7gDy46eWMvf371FR3xL0a2Op6RRATooLmwE+H5TVBf/3ERERERGRA5OC3AHC4/WxYG0JVQ1u1u2tCfr1ViY3FmbkAthtBrmp6rAsIiIiIiLBUZA7QOyubKSl1SzrrWgIPvNpBZIFabER5EK7DstqPiUiIiIiIr2kIHeA2FxaFziuHADlytCuw7KaT4mIiIiISC8pyB0gNpW0BbkV9e6gXx9rjacA8tNUriwiIiIiIsFRkDtAdMjk9qFc2crkWqN7YkG+xgiJiIiIiEiQFOQOEO0zueVBliu7PV7K661y5RjK5PrXoj25IiIiIiLSWwpyB4j+7Mktq2vG5zM7GuekJIR6aX1mZXJLVa4sIiIiIiK9pCB3AKiob6Gywd3h/WBYpcr5aS5sNiOka+uPQCZX5coiIiIiItJLCnIHgPalyhD8ntxYm5FracvkNuP1+qK8GhERERERiQcKcgcAq1R5TF4KYGZyfb7eB4UlVmflGGo6BZCbaq6n1evrUzMtERERERE58CjIHQCsTO6ckdkANLd6aWjx9Pr1bTNyYyuTm+Cwke3fI6ySZRERERER6Q0FuQOAlcmdNiyDBId5S4PZl9s2Ize2MrmgMUIiIiIiIhIcBbkDgBXkjs1LDXRHDqa8t9gfQMbanlxom9trlVSLiIiIiIj0REFunGtye9hV2QjAmPxUspLNIDeYTG5gT24MBrn5aeqwLCIiIiIivacgN85tKa3H54PMZCc5KQmBPaxBZXJjuVw5va3DsoiIiIiIyP4oyI1zbZ2VUzEMgyx/kFte17sgt7nVE5ixW5AWe5lcq+PzzoqGKK9ERERERETigYLcOGd1VrbGB2UnO4HeZ3JL/J2VE+w2Mv2vjSUzC7MAWLS1ArfHG+XViIiIiIhIrFOQG+cCTafyUwHITjEznxX17l69vqTWLFXOT3dhGEYYVtg/04ZmkJ2SQF1zK0u2V0Z7OSIiIiIiEuMU5Ma5tkyuFeT6M7m9bDwVqzNyLTabwVHjcgH4cH1plFcjIiIiIiKxzhHtBUjfebw+tpbVA22ZXGtPbkU35crPfLWDd9eUBN7fXWV2Zo7FplOWYybk8/LyPXy0oZQbvjEx2ssREREREZEYpiA3ju2paqS51UuC3cawrGQAsnsYIeTx+vjNK1/T0tp5b+tYfyY4Fh05LhfDgLV7ayiuaYrZrLOIiIiIiESfgtw4ZpUqj8pNwW4z99NamdyuypWLa5poafXisBncdsZUrB24SQl2TpxcEJE190VOqouDhmawYlc1H60v5dw5w6O9JBERERERiVEKcuPYvk2nAHLazcn1en3YbG3NpHZVmqXJgzMTueCQwgiutP+OnpBvBrkbFOSKiIiIiEj31HgqjrXNyE0JfCzTX67s9UFNU8cOy7urzFmzwzKTI7TC0DlmQh4ACzeW0qpRQiIiIiIi0g0FuXEs0Fm5XSY3wWEjzWUm6Pfdl7urwszkDstKitAKQ2f6sEwyk53UNLWybGdVtJcjIiIiIiIxSkFuHNtcanZWHrNP06hAh+V9glyrk/LQOAxy7TaDI8eZ2dyPNEpIRERERES6oSA3TlXUtwSC2NHtypWh+yDX2pNrdWKON8eMN4PcDzeU7OeZIiIiIiJyoFKQG6es/bhDM5NITujYPyw72QmYzafa21XZEHhNPDrKH+Su3l1DSW1TlFcjIiIiIiKxSEFunFq3twaAcQWd59tmp7gAqKhvazzl9frYU2UGhvG4JxcgL83F1KHpACzcUBbl1YiIiIiISCxSkBunVu6qBmDa0IxOj2WndM7kltY10+LxYrcZDM5IjMwiw+CY8fkAfLhB+3JFRERERKQzBblxatXu7oNca09ueV1bkGvtxx2UnojDHr+3/eh2o4Q8Xl+UVyMiIiIiIrEmfqOdA1hji4cNxbUAHDQss9Pj2f5Zue0zuYH9uHFaqmyZOTyT5AQ7VQ1utpXXR3s5IiIiIiISYxTkxqE1e2vw+sw9qgXprk6Pd9Vd2RofNCxOm05ZHHZboNy6uEbNp0REREREpCMFuXFo1a4qAA4amoFhGJ0ez0npKpNrjQ+K7yAXoCDdDHJLapqjvBIREREREYk1CnLj0EprP+6wzvtxoetMbrzPyG3PCnKVyRURERERkX0pyI1Dq/ydlQ/qJsi19uTWNrXS0uoFYPcA2ZMLkJ9mlmgXK5MrIiIiIiL7UJAbZ+qbW9lUWgfA1C46KwOkJzmx+auYqxpa8Pl8bXtyB0KQa2Vya5XJFRERERGRjhTkxpmv99Tg88HgjETy07qed2u3GWT6s7kVDS2U17fQ5PZiGDA4I/6DXKvZVonKlUVEREREZB+OaC9AgrPS33Sqq/m47WUlO6mob6HCH+ACFKQlkuCI/99rtO3JVbmyiIiIiIh0FP8RzwFmldV0aj9Bbk6Kme2srHezewB1VgYzWAez8ZTP54vyakREREREJJYokxtnrKZT3XVWtmSlOAGoqG+mocUDDIymUwD5/nLl5lYvNY2tZCQ7o7wiERERERGJFcrkxpGaJjdbyuqB/WdyswNjhNwDakYuQKLTTkaSGdiq+ZSIiIiIiLSnIDeOrPaXKg/NTCIn1dXjc7P8jacqG1oCnZWHZsb/jFyL1XxKs3JFRERERKQ9BblxxApyu5uP215bJreFXf4ZuQMlkwtqPiUiIiIiIl1TkBtHVvZyPy50DHIHWuMpIDA+SZlcERERERFpT0FuHLE6Kx80NHO/z83yB7lbSuuo9zeeGpI5cIJczcoVEREREZGuqLtynKhucLO93Cw73l/TKYBs/57cPdVmEJiX5iLRaQ/fAiOlageseZVjKyr4D5NUriwiIiIiIh0oyI0TVhZ3RE5yr0bmWOXKlqHxnMWtLYY1L8PqF2DnIgDmAB+5Unm5+EJonQqOnhtxiYiIiIjIgUFBbpxYubsK6F0WF9rKlS1xuR/X0wof32P+8Xn8HzRg5BE0Vu0lu2oT3637B/y/t+C4m2HqWWBTBb6IiIiIyIFMQW6cWGU1neplkJuSYCfBbqPF4wVgWFacjQ+q2Aov/gB2fWm+P/RgmHY2TD4D0gdTUVHLX+69lZ85nqOgage8eAXsXQ4n3RHNVYuIiIiISJQpyI0TX++pAWBqL4NcwzDITkmgyN+YaWi8ZHJ9Plj5DLx+HbTUgisdTr3PDHDbyUtP4RnPsbzqOYwlx68n+dM/wOf/DyZ8A0YeEaXFi4iIiIhItKm2Mw7UN7eyo8JsOjVxUFqvX9e+ZDluypXf+hW8dKUZ4BYeBld90inABUhw2MhJSaCRRLZPvRpmXWI+8PKPoLkuwosWEREREZFYoSA3DmworgXMDsk5qb1vsJSd0tagalg8NJ7asQgW/Q0w4Nib4NLXIGtEt0/PT283K3f+HZBRCFXb4d3fRGjBIiIiIiISaxTkxoF1RWaQG0wWFyAruS2TG/Plyl4vvHWDeTzzYjj6l2DvuZq+bVZuMySmwxkPmg8sfhQ2vRfO1YqIiIiISIxSkBsH1vcxyLXGCOWkJJCcEOPbr1c9C3uWQkIqHNe7TGx+mhnkFvv3HTPqKDjkSvP41WugsSoMCxURERERkVimIDcOrN1rNp2aMCg9qNdZQW7MZ3Fb6mHBLebxkT+HtIJevazAKleubWr74Am/hezRULMb3rjOHEMkIiIiIiIHDAW5Mc7n87G+uG+Z3KH+fbhj81JDvq6Q+vTPULsXMgvh0B/1+mVte3Kb2z6YkAJn+Pf1rnoOHvsmVG4L7XpFRERERCRmKciNcSW1zVQ1uLHbDMbmBxesfmv6EO46cxq/PHlimFYXAlU7zSAX4MTbwJnY65cWpFl7cps6PlB4KJz1CCSkwc4v4G9HwPKnzPFEIiIiIiIyoCnIjXFWqfKo3BQSnfagXpvotHP+IYUMyuh94Bhx790KrU1QOA8mnx7USwu6yuRapp0NP/zUHEPUUgsv/xCeuwyaqkOwaBERERERiVUKcmOc1XRqQpClynFhz3KzpBgDTv49GEZQL7eC3NK6ZjzeLrK0WSPgstfNRlY2B6x5GZ65GFpb+r10ERERERGJTQpyY1xgfFDBAAxyv/yH+Xba2TBkZtAvz01NwDDA4/VRXt9FNhfAZoejroPL3zI7N2/9GF77P5Uui4iIiIgMUApyY1wgyB0cXGflmNdYCatfMI8P+UGfTuGw28hNbTcrtyfD58DZ/wLDBsufgIX39umaIiIiIiIS2xTkxjC3x8vmkjog+M7KMW/F0+Ze3IKpMGxOn09TkO4Pcmub9vNMYPx8+Mbd5vH7t8Gq5/t8XRERERERiU0KcmPY1rJ6WjxeUl2OwDigAcHng8WPmscHfzfovbjtFaT10HyqK4d8Hw79sXn88o9gxxd9vraIiIiIiMQeBbkxzCpVHl+Qis3W90Aw5mz/FMo2mHtkDzq3X6dqm5Xbi0yuZf5tMPFU8DTDE2fD2v/1aw0iIiIiIhI7FOTGsHX+8UETBg2w/bhf/dN8O+0ccPWvDNsqV+51JhfMZlRn/gNGHmmOF3rmYlhwK3g9/VqLiIiIiIhEn4LcGGaND5o0eADtx60racucHnx5v09njREqCSaTC5CQAt95qa10+ZM/wRNnQUNFv9ckIiIiIiLRoyA3hlnlyhMG0vigZU+A1w1DD4bB0/t9ukAmtzeNp/Zld5rzec/6JziTYcsH8PejoWxTv9clIiIiIiLRoSA3RtU0udld1QjAxIFSruz1wpJ/mccHfzckp8wPtvFUV6adDd97F7JGQfUOeOocZXRFREREROKUgtwYtcGfxR2ckUhGsjPKqwmRze9B1Q5IzICpZ4bklFa5clldM60eb99PNGgqfO8dyCiEii3wzHegtSUkaxQRERERkchRkBuj1lqlygNpPu5ifxZ3xkXgDM1IpJyUBOw2A58Pyur6GZSm5sOFz0BCGmz/BF77qTnuSERERERE4oaC3Bi1vsjsrDxgSpVri2HDW+bxrEtDdlqbzSA/zeqw3Id9ufsqmAznPAaGDZY/CZ/c1/9zioiIiIhIxCjIjVFWZ+WJAyWTu/IZ8Hlg2BzInxjSU/dpVm5Pxp0A37jbPH7vVvj65dCcV0REREREwk5Bbgzy+XyBzsoTB8L4IJ/P7KoMMPPikJ++wMrk1vaj+dS+Dvk+HHKlefzqNVCzJ3TnFhERERGRsFGQG4P2VDdR29SKw2YwOjc12svpN2PPUihbD44kmBKahlPt5fvHCAU9K3d/Tvo9DJ0NzTXwxi9Ce24REREREQkLBbkxaHt5PQCF2ckkOOL/FhkrnjQPJp8OiaHfY2yNESrpzxihrtgdcNoDYHPAutdgzauhPb+IiIiIiIRc/EdQA1BdUysA6UnxPzrI7m3G9vWL5jszLwrLNXJTzUxuWV2Ig1yAgilw+E/N4zeug8aq0F9DRERERERCRkFuDKpvMYPcVJcjyivpv8FVizFa6iBzBIw4IizXyE1NAKCsPkxzbY/6BeSMhbpiWPDb8FxDRERERERCQkFuDKpr9gCQ4rJHeSX9V1j+sXkw82KwhefLLdffeKoslI2n2nMmwrf+bB4veQy2fRqe68Q4n2YGi4iIiEgcUJAbg+qbzUxuSrxncqu2k1e3Fh8GTL8gbJfJa1euHLZAbOQRbfN9/3ctuBvDc50YtXhbBbNvX8A/P9ka7aWIiIiIiPRIQW4MsoLceC9Xtq34LwC+UUdD5vCwXSfHX67c3Oqlzv+5C4sTfwepBVC+CZ6+CNwh7uYcozxeH79+eTUV9S18sK4k2ssREREREemRgtwYVNs0AIJcrxfbyqfNwzBmcQGSExwkJ5il3eV1YdqXC5CUCec8Bs5k2PwePH3hARHoPvPVzsDc5upGd5RXIyIiIiLSMwW5MWhAlCtv+xijZhduezK+8aeE/XJh7bDc3oh5cOGzB0ygW9vk5t531gfer2lSkCsiIiIisU1BbgwaEN2VV5hZ3F2Zc8GZFPbLWSXLYQ9yAUYdecAEun/7aCvl9S2kJ5pfi8rkioiIiEisU5Abg9q6K8dpkNtSD2teBWBndnjGBu3LyuSWhrNcub19A91Xr47MdSOorAke+3w7AL86ZRIANY1udVkWERERkZimIDcGtTWeitMRQuteB3c9vqxRVKaMjcglrSC3PBKZXMuoI+HCZ8CwwarnYMeiyF07Al7dbsPt8XHkuFzOmDEUAK+P8Db3EhERERHpJwW5Magu0HjKGeWV9JG/q7J36tlgGBG5ZF4ky5XbG3WUOQMY4J2bYIBkOb/cVsGKChs2A379zckkOm0k2M1/LmqaFOSKiIiISOxSkBuD6gKNp+Iwk1tbBFs+BMA77dyIXTbHajxVG6Fy5faOvcksW971Fax5OfLXD4N73tkIwLkHD2PCoDQMwyA9yfylS3WD9uWKiIiISOxSkBuD4rrx1KrnwOeF4XMha1TELhsoV66PcCYXIG0QHP4T83jBLdAahTWE0Ord1SzfWY3d8HHtsWMCH09PMr8e1WFZRERERGKZgtwYFNcjhPxdlZl+fkQvmxsoV45CJhdg3jWQOggqt8FXj0RnDSHy5KIdAEzP9pGX5gp8PMPK5KrDsoiIiIjEMAW5Maa51YPbY+7rjLsgt2gVFK8GewJM+XZEL52bZpUrRymLmpACx91kHn90NzRURGcd/VTb5OaV5bsBOLzA2+Gx9EQzyK1RkCsiIiIiMUxBboypa9fUJ+7Kla0s7viTICkropfOTTGD3NrmVprcnk6PV9S38NSiHdSGs9R2xkWQPxmaqmDhveG7Thi9vHwPDS0eRuemMCa942PK5IqIiIhIPFCQG2Pq/TNyk5x27LbIdCYOCa8HVj1vHk+/IOKXT09yBLr/ltd3Lll+8INN3PjSKv7tn/saFjY7zL/NPF70d6jYGr5rhYHP5+PJL8zPzwWHDOvUGLttT666K4uIiIhI7FKQG2Pq4nU/7pYPoa4IkrJh7IkRv7xhGORY+3K7KFneUFwLmE2VwmrsCTDmOPC64YM7wnutEFu2s4p1RbW4HDa+PWNIp8etTK7KlUVEREQklinIjTFtnZXjbHzQymfNt1PPAkdCVJaQ08Os3B0VDQBsLKkL/0JOuMV8u+o52Lsi/NcLkSe/MBtOnXrQkEBA25725IqIiIhIPFCQG2OsPblxlcltbYb1b5jH086O2jKsMUL7BrmtHi+7KxsB2FZWT0urt9NrQ2rwdJh2jnm84NbwXitEqhpaeG3lHgAuOrSwy+doT66IiIiIxAMFuTHGKleOq6ZTWz6C5hpIGwzDDonaMtqC3I57cvdWN9HqNTtWt3p9bC2rD/9ijr0JbE7Y/J5Zyh3jXli6m+ZWL5MGpzNzeGaXz0lXkCsiIiIicUBBboypj8cgd80r5tuJp4Itel9S3WVyt5c3dHjf2p8bVtmj4ODvmscLbgGfL/zX7COfz8eTi8yGUxfOLcTYt+OUX2BPbjg7VIuIiIiI9JOC3BgTd42nPG5Y/7p5PPn0qC4lN7Ant2Mm19qPa9kYiSAX4KhfQEIq7FkGa16OzDX7YPnOKraU1pOcYOeMLhpOWaw9ucrkioiIiEgsU5AbY6wRQnET5G5bCI2VkJwLI+ZFdSlWJrd830xuhVmenOAwv9wj0nwKIDUP5l1jHr/3O/MXAjHI+iXA9GGZpCV2bjhlaeuurBFCIiIiIhK7FOTGmLpmMxCKm+7Ka14130461ZwTG0XdlSvv9Adxh4/JASJUrmw57MfmLwAqtsDSx3t8qtcbnZLmqgbzay4rpfsAF9rm5Da6PeFv3iUiIiIi0kcKcmNMnT+Tm+rqOeCICV4PrHvNPJ50WnTXQvsRQh3Lla09ucdPKgBgW3kDza2eyCzKlQZH/9I8/uTP4Ok6C/rppjKm/PZt/vPF9sisq53KBvPzlZHU8+in9lle7csVERERkVilIDfG1Af25MZBJnfH51BfComZMOqoaK8mkMmtbGih1WNmGn0+Hzv8Qe7cUdmkuRx4ItVh2TLrEkjOgeodsPbVLp+yaEs5jW4Pd76xluKapsitjXaZ3OSef7Fitxmk+cvotS9XRERERGKVgtwYE1fdlQNdlb8J9uhnnrNTErAZZiPjCn92sqrBTa3/czo8O5lxBakAbCyO0L5cAGcSzPm+efzZA112Wm50m5nlhhYP97y9PnJrw5yRC5CV3HMmF9rGCNUoyBURERGRGKUgN8bETXdlrxfW/s88joFSZTAzjdkp/pLlWjNw2+7fj1uQ7iLRaWd8QRrQdYflV5bv5uT7P2ZbOLK8c64Auwv2LDUz4PuwglyAF5buYtWu6tCvoRuV/kxuxn4yuaBZuSIiIiIS+xTkxpi6eMnk7voKavdCQhqMOTbaqwnISenYfMrqHDwiOwWAcf4gd8M+mVyfz8f9CzayrqiWl5btDv3CUvNgxgXm8Wf/r9PDDS1mkOty2PD54LbX1uCL0GzdYDK5Gf7mUzVN6rAsIiIiIrFJQW6MCZQrJ8Z4kGvtLZ1wMjhc0V1LO7lpVvMpf5BbbmZlh2cnAzAu3yxX3lDSMZO7qaQusE/36z014VncoT82365/A8o2dXioyZ/JvfzwUSQ6bXy5rYK3VheFZx37qGrs3Z5c0KxcEREREYl9CnJjjNVdOSUhhoNcn69tdNDk06O7ln20zcr1lyv7m06NyDGDXKtcefs+HZbf/rotoFy7N0xBbt54GH8y4IMvHuzwUKM/kzs6L4UfHDUGgN+/uTYiXaAr683PVWYvgtwM7ckVERERkRinIDfGxEXjqd1LzU7BzmQYc3y0V9NBt+XK/iC3IN1FWmLnDstvf10cON5d1Rgo4Q25edeYb5c/BfXlgQ9be3KTnHauOno0BekudlY08q9Pt4VnHX6tHm+g9DhTjadEREREZACI4UjqwOPx+gLBTkyPEFr9gvl2wjcgITm6a9mHVa5cuk+Qa5UrG4bB+II0lmyvZENxHRMHpbO7qpFVu6sxDMhOTqC8voU1e2qYNzY39AsccTgMngF7l8NXD8O0c6B4NadXvcVFzi3M/TKV5K+dvJxZz/rGaqrfz6DZdQau0YdD7niwhfb3Uu331mYmBZHJ1ZxcEREREYlRCnJjiNV0CmK4u7LXA1+/aB5PPTu6a+lC+3LlJreHIv/M2RHZbcH4uPxUlmyvDHRYftdfqnzwiCxyU128ubqINXvDFOQahpnNfeF78OGd5h/gAgA74O95NRgYbP2e462PzbdJWTDsEMgZC5nDIbMQMoZD3oQ+74uu9Ges01wOHPb9B9DpiZqTKyIiIiKxLUYjqQOTVarstBu4HDFaSb79M7OrcmIGjI2tUmWAvNS2cuVdlY34fJCSYA+MFoL2HZbNINcqVT5pyiAaWzy8uboofM2nACafAR/9Aco2gCMR8ibyekkOy5oG8Z2jJjMiNw1sdt5eU8K6tas4MXULkz0boLESNr5t/mkvfSic8VcYfUzQS6nyjw/KTOndnGNrzFBNo7ori4iIiEhsUpAbQ+rbzcg1DCPKq+mGVao86Vsx1VXZkpPa1l15R4W557YwJ6XD53N8gdlheWNJHZX1LXy5rQKA+ZMHsanUDHzXhDPItTvg++9DXQlkjgC7g1vuWECpp5kzpx0JQ9LNdQ6v58pVH/KXGoNF1x9Fbu16c85u1Xao2gFVO6FiM9Tshn+fDnN/CCf8FpxJvV6Ktfc4M2n/+3FB3ZVFREREJPYpyI0hVrlyzHZW9rhhzSvmcQyWKkPHcuVtZdaM3I77htt3WH5zdREer4+Jg9IozEkmwZ9B31RaR5PbQ6IzTHujXWnmH78mf3fl5IS2643KTWH6sAxW7Krm9a/LuHTebBg2u+N5Wurhnd/A4n/Cor/B5vfhzH/AkBm9WkallcntRWdl0J5cEREREYl9MVoTe2Cq948PitnOyls+hMYKSMmDkUdGezVdsjK5rV4fq3dXA1CY0zHIzU9r67D8j483A2apMpjdl3NSEvB4fYFy5kgIdFdO6BhUnz5jKAAvL9/d9QsTUuDUP8FFz0NqAZSth0eObxvxtB9WJjdrf52Vt3wEj57MyK8fxEmrMrkiIiIiErMU5MaQumYzcIjZzsqrnjffTvm2WXIbg1wOe6A50tIdlQAU7pPJtTosA2zzz9G1glzDMJjsLxcO677cdtweL61eH0CnzPGp0wdjM2DZjiq2l9d39XLTuBPhh5/DxFPB2wovfh92frXfa1ftL5Pr9cCHd5nl0Ds+J/erP/Jqwq8Z3rQBn8/Xu7+giIiIiEgEKciNIXVWJjexd6WjEeVuhHWvm8dTz4ruWvbDKlm2Ath9g1xo25cLMDw7iUmD20qHJw82g9yw7sttp8FfqgzmnNz28tMSOdzf5fnV5Xs6vXbVruq2eb8pOXDO4zDuJGhtgv+eDxVbe7y21V25qxm5Lnc19qfP9XeA9sHEU/El5TDJtoOXnL+h5d3fQWtzMH9VEREREZGwU5AbQ6zGU6mxmMnd+A601Joja4YdEu3V9MgKci0jcjoHuePy24La+ZMHdWhMZWVy1+yNTJDb5C9VttsMnPbODcfalyy3z56+sGQX3/p/n3D+Pz5v+7jdAWc/CoMOgoYyePIcaKjo9tpV/rLjrH0yuca2jzlm3a+xbf0InMlwxkNw/pPw40W84T0Uh+HF9dmf4OHjoK60X39/EREREZFQUpAbQ2K68ZRVqjz1TLDF9pdNblpbVtJuMxiS2bnb8Lh2mVyrVNkyxR/krt1bg8cb/pLcRn8mN8lp77Kr9klTCnA5bGwurQ+UUL+1ei+/eH4FAMU1zZTWtsuoulLhwmchfRiUb4RnLu424xrormwFuU018Nr/4XjyTBJbq/HlToDvfwAzLgDASM3j5oRfcGXLT2lNyoXi1fDkWebrRERERERiQGxHKweY9iOEYkpTjZnJhZgvVQbISWnL5A7JTMRp7/xlPm1oBmmJDkblpjB7RFaHx0blppLotNHQ4ul5H2yIWE2nuuvknJbo5ITJBQC8vGw3H20o5Zr/LqN9/L25dJ91pg+Gi54FVzps/xSe/67ZiXkflfXWntwE2LgA/noYLH4UgK05x9J6+TuQP7HjqZMcvO09hNUnPQPJubB3BTx9Ibib+vT3FxEREREJJQW5McTK5KYlxliQu/4Nc49nzjizDDbGtS9XHpGd0uVzMpMTeOf/juKFH87DbuuYPbXbDCYOilzzqbbOyt1/O54+fQgAzy/dxZX/WYzb4+Ob0wZz5Dhzv25gX257BVPg3H+DzQHrXoOHj4eyTR2eUt3oZghlTF/8KzMjW7MLskbSetFLrCy83OzevA9rjFCxcxhc/AIkpMG2hWazK6+n0/NFRERERCKpT0HuihUrmDVrFp988kmXjy9cuBDDMLj99tv7tbgDTV2sZnLX/s98O/VM6KKcNta0L1ce3kXTKcvgjCSyU7oenTMlgvtym9qVK3fnmAn5ZCQ5qWpw0+T2cuyEPO47bwZj882y661ldV2/cMyxcOlr5nih0rXwj2Pa7mfFFn7a+AAfuv6P7I3PAwYc+iP44Wf4ehgRle5vjFbd6Dbn8Z7/JNgTYO2r8PrPQV2XRURERCSKggpyly5dyrnnnsthhx3GsmXLunyOz+fjl7/8ZUgWd6CJyXJlj9uckQow/uTorqWXOmRyu2g61RuRHCMUyOT2EOQmOGycPsPM5s4dlc3fLp5NgsPG6Fwz09plJtcy4jC48mMonGc2D3vmYnjsVHwPzOYc430SDA+thUfA996Bk+/sMnvbnpXJrbFm5Y4+Gs56BDBgyb/g0z/38m8uIiIiIhJ6QQW5L774Ii6Xi9dee63b5zzyyCN4vV4KCwv7vbgDTb01QiiWuivvXGQGRsk5MHhGtFfTK7mpbdnZET1kcnsSyTFCbeXKPd/3X548kQcvnMVjlx8S2L87Os/M5G7Zd0/uvtIGwaWvwmFXm+9vW4jh8/KBZzrntPwW22WvwfDedc1OTzJ/CRMIcgEmnw6n3GMev387FH/dq3OJiIiIiIRaUCnD2267DcMw2LZtW5eP7927l1/96le8/fbbnHVW7DcoijUx2V150wLz7ZjjY76rsqV9JrencuWeTByUjs2AsrpmSmqayE9PDNXyOmnsRbkyQKrLwTcPGtzhY6P8mdwdFQ24Pd4um2wF2J1w0h1QeBhsfp9tI87i8ieryEp2YrP1vgw9kMltau34wJwrYPMHsP51eOkq+P775jVFRERERCIoqGiqq/EmFp/Px6WXXsqFF17I7Nmze3W+5uZmmpvbRpvU1JhZM7fbHfhjvX8gqG0y/55JDiNm/s6OjQswgNbRx+ILck3Run+ZiTacdgOfD4akJ/Tp+g7DDCA3l9azcmcFR4/PC8NKTfVN5hgfl8MW9FpzkuwkOm00ub1sK61hZE7PpcYAjD0Jxp7E7m0VwGIyk5ydrtvTvUvxN8iqrG/u/PjJd+PY8RlG0Uo8H92D98hfBPX3kdA40P7tHEh07+KX7l180/2LX7p38W3f+xeq+xiylOHdd9/Nzp07eeWVV3r9mjvvvJNbb72108ffeecdkpPbMnDvvvtuSNYY68qr7YDB8sVfULEu2qsBl7uKk4tX4cPg3c0eWna80afzROP+fWeM+QuZhe+/0+dzZPpsgI2XPlxM/abwNVNatscA7JSX7OWNN3YH/fpsp509boPn3vqYKVm9X+eKcvO6vuZ63nij63vb1b3bUWy+btOO3bzxxs5Ojw/NP5+Dt/8N4+M/8klxKjXJI3q9JgmtA+XfzoFI9y5+6d7FN92/+KV7F9+s+9fQ0BCS84UkyH377be5/fbb+eyzz0hKSur16371q1/xs5/9LPB+TU0Nw4cPZ/78+aSnp+N2u3n33Xc58cQTcToHftnjr5e9D7Qy/9ijGZ3Xi4xcmBkr/gurwTd4Biecfn7Qr4/m/TslBOfY/clWlry9EW/6EE45ZXoIzti1ze9vhu2bGTuykFNOmRz069+qWcGer4vJGTmJUw4f2evX1S3eBRvWMHJIHqecMqvDYz3dO2N1EU9vWUliWjannNLFPl7fN/C+sBPb+tc4pvJpWr/9rtl9WSLmQPu3cyDRvYtfunfxTfcvfunexbd9759V2dtfIQly77rrLhoaGpgzZ07gY83Nzdx6663cfvvtNDU1dfk6l8uFy+Xq9HGn09nhi3Tf9wcin88X6K6cmZoYG3/frR8AYBt3IrZ+rCde799Bw7IBWFtUG9b1N3vN7GuKq2+fpzH5afB1Mdsrm4J6fW2LF4DsVFe3r+vq3uWkmb/Iqm1u7f5637ofdn6OUfI1zs/uh+Nu6vW6JHTi9XtPdO/ime5dfNP9i1+6d/HNun+huoch6ST0+OOP8/XXX7N8+fLAnyFDhvDjH/+Y5cuXh+ISA16T24s/1omNEUKeVtj8vnk87sToriVKJg5OA2B7RQMNLa37eXbfBebk7qe7cnes5lNb99dheR+VDeZe4Myk4LKsHebkdic1D755r3n8yZ+gOvgybBERERGRvghJkFtYWMjEiRM7/HE6neTm5jJx4sRQXGLAq202AwbDgOT9dNmNiD1LoakKEjNhyKz9PXtAyk11kZuagM8HG4vrun3etrJ6mvxjgPrCGiGU2Mf7PiqvF7Nyu1BVb37NZSUH9xuztjm5+wn8p3wbRhwO3lZY8lhQ1xARERER6av4mAlzALBm5KYkOIIa5xI2G/2b98ccC/YYyCxHycRB5rzcdUVd7w9YuauKY/74IT9/bkWfr9HoNsuG9zdCqDuj/ZncopqmQMl7b1Q1+jO5KUFmcv1zchvdHlpavT0/+ZAfmG+X/Atam3t+roiIiIhICPQpehk5ciQ+X89dXLubpStds4KTFFcMZHGhbT7u2AOzVNkyYVAan2wqY11RbZePL9xYBsDaPX3fJN/Yz3LlzOQEslMSqKhvYWtZPVOHZvTqdZUNZiY3Mym4TG5aYtvza5rcHeYSdzLxm5A2GGr3wppX4aBzgrqWiIiIiEiwlMmNEXWBIDcGsqb1ZbBnmXk89vjoriXKJg4y9+Wu7ybIXbWrGoCS2r5nKa1S575mcqHdvtwgSpar/Htys5KDy+TabQZp/q/THvflAtidcPB3zeOvHg7qOiIiIiIifaEgN0ZYmdzUWAhyN78P+GDQNEgbFO3VRFVbuXJtl9ULq3abQW5dc2ufm1NZe3L7msmFvga5/kxukHtyAdID+3J7MbB71qVgc8LORbBnedDXEhEREREJhoLcGFEXS0FuoFT5hOiuIwaMK0jFZkBFfQuldR2ztWV1zeyuagy8X1LTt2xuoFy5H5nc0UE2n/L5fCEJcvebyQVIK4DJp5vHyuaKiIiISJgpyI0RMVOu7PXCpvfM4wN8Py6YHY9H+rOk6/Z2LFm2sriWvpYsN4Ugk2s1n9pS2n0X6PYa3R5aPGbTqGDLlQEy/M2napp6mb22GlCteh4aKoK+noiIiIhIbynIjRExU668dxk0lIErHYYfEt21xIju9uVa+3EtxTVNfTp/Y0j25KYCsKWsfr9N4aCt6ZTTbpDch+C6V7Ny2xt+iFn+3toEy54I+noiIiIiIr2lIDdG1FkjhKLdXXnDO+bbMceaTYMksC937T5jhEKVye3vnFyAETnJGAbUNrVSXt+y3+dX+p+TmZyAYQQ/siojmD25YA6AtrK5i/8J3r7PFRYRERER6YmC3BhR1xQj5cob3zbfjpsf3XXEkAn7yeRO84/sKantWya3oZ8jhMAMkIdmJgG925drZWCz+rAfF4JsPGWZejYkZkLltrZ93yIiIiIiIaYgN0ZY5cpp0Qxy60rajQ7SflyLVa68saSOVv8+1pKaJopqmrAZcOyEPABK+9B4yuP10dJqnrM/5crQ1mG5N/tyK/3jgzKTgt+PC+0yuU1BBLkJyTDzYvP4y3/06boiIiIiIvujIDdG1LXEQCZ347vm28EzzI64AsDwrGSSE+y0tHrZVm5mSa1S5bH5qYzIMYPLvpQrW02noP9BbqD5VC8yuZX96KwMkJ7Yyzm5+5rzPcAwM7nlm/t0bRERERGRnijIjRH1sdBdeaN/P+74k6K3hhhksxmMLzCzuev8JcsrA6XKmeSnu4C+lSs3tgtyXY7+fTsGZuWW9qJc2Z/J7UtnZYCMZKtcOcjZwNmjYZy/SuCrf/bp2iIiIiIiPVGQGyOi3l3Z44bN75vH2o/byaTB/iDXP0bIyuQeNCyD/LREoG+ZXGtGbqLThs0WfAOo9kbnmR2We7Mnt/+Z3CC7K7dnNaBa/gS09G6ur4iIiIhIbynIjRG10W48teMLaK6B5FwYMis6a4hhE9plcn0+X1smd1gGBf5MblWDm+bW4LoGW+XKyQn9v+9WJnd7eQMeb89jhAJ7cvuayU3qR5A75njIGgVN1bDquT5dX0RERESkOwpyY0R9S5QzuVap8tgTwKYvi31NHGyOEVpXVENRTRNldc3YbQaTB6eTkeQkwV9qXBpkNjcUM3ItQzKTSHDYaPF42V3Z2ONzqxtC1F05mMZTFpsN5lxhHn/5MPRirq+IiIiISG8pmokR9f45uVEPcserVLkrVoflXZWNfL65HIBx+akkOu0YhkFeqrUvN8ggt125cn/ZbQYjc5IB2FLWc4fltkxu34Lc9nNyvfvJGndp5kXgSILi1WYVgYiIiIhIiCjIjRF1gcZT/c/oBa1yO5SuA8MOY46L/PXjQGZyQqAs+fkluwBzP64l0HwqyDFCgUxuP2bktjc619yXu3k/zaeqAnty+1aubO3J9fraqhCCkpQFB51jHmuckIiIiIiEkILcGNDS6g3MSo1KJtfK4g6fawYf0qWJg8yS5c/8mdxpwzIDj+WnmUFuaZAdlptCWK4M5kgjgE0ltT0+r6rRKlfuW5Cb6LSRYDf/+ejTvlyAOd833659FWqL+nYOEREREZF9KMiNAVZnZYhS4ykryLVGu0iXrJJly0FD22Vy+9hh2crkJoYoyB1XYAa5G4q7L1f2en1U9bNc2TCMQPZ6Z0XP+3+7NfggGH4oeFthyWN9O4eIiIiIyD4U5MYAq1TZ5bDhtEf4lrgbYevH5rHm4/Zo4uC2INdpNzq8b2Vygy1XbmgJbSbXmue7sdjsAt2V2uZWrG201t7avrCC/vVFNX0+B4f4s7mL/2WOsRIRERER6ScFuTEgqp2Vty6E1iZIHwb5kyN//TgyoSC97XhQGi5HW2Aa2JMbZLmy1XgqZHty81KwGVDT1NptVtnK4iY57f3KIFvl2+uLey6N7tGk0yAlH+qKYO3/+n4eERERERE/BbkxoL45ijNy1/kDi3EngmFE/vpxZEx+Cnab+TmaNjSzw2N9LVcO9Z5cl8POyBxzXu6GboLPyn6OD7JM8Gdy1+7tR5DrSICDLzePv3y4X+sREREREQEFuTGhzj8+KOJBbmszrHnFPJ56ZmSvHYdcDjtj8swAclq7/bgAeWl9HCEU4j25sP99uW37cfvWdMoyyV+uvaG4tm9jhCyzLwebA3Z8BkWr+7UmEREREREFuTGgrskqV47w+KCN70JTNaQNgRGHR/bacepnJ07g1IMGc9qMIR0+bpUrl9U10+rx9vp8jS3mc0NVrgxt+3K767DcNj6of5nckTkpJDhsNLR42FnZ0PcTpQ+Giaeax18pmysiIiIi/aMgNwZY5coR35O76lnz7dQzwRaF+bxx6OSpg/h/F87qdK9yUlzYDPD5oLy+pdfnszK5ySHN5FoZ1q4zuZX+TG5fxwdZHHYbY/PMrPG6on6ULAMc8gPz7cpnobGqf+cSERERkQOagtwYUBeNPblN1bD+LfP4oHMjd90Bym4zyE0NvsNyYE9uCDO54/KtcuWuOyyHKpMLbR2n1/c3yB0xz2x85m6A5U/1e10iIiIicuBSkBsDopLJXfsaeJohdwIMOihy1x3A+tJh2equHMo9uaPzzAZZtU2tFHcRcPd3Rm571hihdf0ZIwRm0zNrnNBXD4O39yXfIiIiIiLtKciNAXUtUcjkWqXK085RV+UQ6UuH5cYQd1cGs0HWiJxkADZ2sS+3rbty/8qVoW2MUL/LlQGmnQuuDKjYApvf7//5REREROSApCA3BliNpyIW5NYWwdaPzeNpZ0fmmgeA/LTgy5Ubw1CuDDA+v/t9uZUh6q4MbZncbWX1gdLrPnOlwowLzWM1oBIRERGRPlKQGwOscuW0SAW5q18EnxeGHQLZoyJzzQNAIMgNolw51HNyLdYYoY37zMp1e7ys2FkFwEh/trc/8tJcZCU78fpgYzeNroIy5wrz7Ya3oXJb/88nIiIiIgccBbkxwJqTmxypEULtS5UlZPLSgy9XbgjDnlxo32G5Y5C7aEsFNU2t5KQkMLMwq9/XMQyjXclyP/flAuSOhTHHAT5Y+p/+n09EREREDjgKcmNAQ0sEG0+VbYI9y8Cww5Rvh/96B5C2TG4Q5cotYSpXtjK5JXUdOiy//XURACdOLsBuC81e7AmB5lMh2JcLMPNi8+3KZ9WASkRERESCpiA3BtT7A53khAgEuaueM9+OOQ5S88J/vQOIFeSW1kS/XHlUbucOy16vj3fWmEHuSVMGhexak0I1Rsgy4RRISIPqHbDj89CcU0REREQOGApyY0CDNSc3xNm8Tny+tiBXpcohV+AvVy6ta+5yPm1XwtFdGTp2WLZKllfurqa4ppmUBDuHjckJ2bUmhLJcGcCZBJNPN49XPhOac4qIiIjIAUNBbgyw9mUmh7tcuXg1VGwGRyJM/GZ4r3UAyk01M7lujy8wpqcnPp8vbN2VoX2HZTPItUqVj5mYH9I9wOMLUjEMKKtroayu96XaPZp+nvn265fB3fvMuIiIiIiIgtwYYO3JDXsmd+3/zLdjjjfHtUhIJThsZKeYY3l602G5udWLlfANS5Dr35e7qcTsemwFuaEsVQazzH5Etpk1DlnJ8ogjIH0oNFfDhrdCc04REREROSAoyI0B9ZHK5K551Xw7+bTwXucAFsys3PZzZRMdof9WHNuuw/Kmklq2lNbjtBscMyH0e7Gt5lNr94aoZNlmayupX/lsaM4pIiIiIgcEBblR5vZ4aWk1O8iGNZNbthFK14LNCeNPDt91DnB5QXRYtkqVE+w2HPbQfysGOiwX1/H218UAzBuTS3qiM+TXssYIhSyTCzD9fPPtxnegoSJ05xURERGRAU1BbpRZ+3EhzN2V17xivh19NCRlhu86B7j8NGtW7v7LlRsDM3LD820Y6LDc3MpTi3YAoS9VtkwM9RghgPxJMOgg8Lph9QuhO6+IiIiIDGgKcqPM2o/rtBskhKFkNWCtv1R5kkqVwyk/vfflyuFsOgVmh+WR/g7Lu6saMQw4YXJ+WK41cbCZyd1QXIvH27vO0r1iZXPVZVlEREREeklBbpTVN0dgRm7ldti7AgybuiqHWWBPbi8yueGakdveOH+HZYBZhVmBTHOoFWYnk+i00dzqZXt5fehOPPUs8+t211dQvjl05xURERGRAUtBbpRFpLOy1VV5xOGQkhu+60hbuXIvMrkNgXLl8N17a18uwElTCsJ2HbvNYHxBGEqW0wbB6GPNYzWgEhEREZFeUJAbZVYmN1wlq4BKlSMoUK7cm8ZTLeG/9+MK2jK58yeHZz+uJSz7cqGtZHn5k9DaEtpzi4iIiMiAoyA3ygKZ3HCND6rZCzsXmceTTg3PNSSgfbmyz9fz3tTGCJQrzxmZTXKCnUNHZzMyNyVs1wGY4O+wvC5UY4QsE0+FlHyo3gkrngrtuUVERERkwFGQG2WBGbnhyuate818O2wOpA8JzzUkwCpXbnJ7qW1u7fG5kdiTOygjkU+vP45/XXZI2K5hmeTP5K4vDnEmNyEZjvyZefzxH6F1/1lyERERETlwKciNsoZma09umDK5KlWOqKQEO2n+rPz+9uVGolwZICslIezXAJjgD3J3VDRQv58AP2izL4O0wWY2d9l/QntuERERERlQFORGmdV8KDkc5cr15bDtU/N4soLcSBmebY7tWbytosfnNbq9QHgzuZGUk+oiN9WFz2eOEgopZxIc+XPz+ON7wb3/7tUiIiIicmBSkBtlYe2uvO5/4PPAoIMga2Tozy9dOmOmWRb+1Jc7enxeuOfkRsOkwf6S5VA3nwKYdQmkD4XaPbD08dCfX0REREQGBAW5Uda2JzcMmdzl/iY9U88K/bmlW2fPHk6C3cbKXdWs2lXd7fMisSc30iaEY4yQxeGCo64zjxfeC+7G0F9DREREROKegtwoC+zJdYU40CndYHZVNuww/YLQnlt6lJ2SwDemmeN6nvpye7fPa4zAnNxImzjY32G5KMQdli0zLoaMQqgrhsWPhucaIiIiIhLXFORGWdgyucufMN+Omw9pBaE9t+zXRXNHAPDK8j3UNLm7fM5ALFe2ZuWuL6rd7wilPnEkwNG/MI8/uQ9a6kN/DRERERGJawpyo6xtTm4IAx2PG5b/1zyeeXHoziu9NmdkFuPyU2lo8fDKst1dPicSc3IjbWx+KjYDKhvclNSGadTP9AvMPeb1pW0l+SIiIiIifgpyo6y+OQyZ3E0LoL4EUvJg/EmhO6/0mmEYXDS3EIAnF+3oMqvZ1DLwgtxEp51RuSlAmPblAtidMPcq83jJYxCOjLGIiIiIxC0FuVEWlu7Ky/ylygedZwYEEhXfnjWMRKeNdUW1LN1R2elxa3xU4gAqVwaYOMi/L3dvmPblgv9r2wXFq2H30vBdR0RERETijoLcKLMyuSHbl1lXAhveMo9VqhxVGUlOvnWQOU7oyUWdxwkNxHJl6LgvN2ySs2HKt83jJWpAJSIiIiJtFORGWdue3BCVK698BrytMPRgyJ8UmnNKn110qNmA6rWVe6lqaOnw2EAcIQQwYVAYxwi1N/sy8+3qF6Gp+1FNIiIiInJgUZAbZW3dlUMQ6Ph8baXKyuLGhOnDMpgyJJ2WVi/PL9nV4bGB2F0ZYJJ/jNCmkjrcHm/4LlR4KORNBHcDrHoufNcRERERkbiiIDfKAnNyQ9F4avcSKF0HjiSYemb/zyf9ZhgG5x48HIAP1pd0eKxxADaeAhiamURKgp0Wj5dtZWEc8WMYbdncxY+pAZWIiIiIAApyo8rn89Hgz+Ylh2KE0LL/mG8nnwaJGf0/n4TEQcPMe7GhuK7DxwdqJtdmMxjvL1leG+6S5UADqlVqQCUiIiIigILcqGpyewPJp35ncr1eWPs/83jGhf07l4TUuAIz4Cutbe6wL3eg7smFtg7L64vC2GEZ1IBKRERERDpRkBtF9f6mUxCCQKd0HTSUgzMZRhzez5VJKKW6HAzNTAJgY4mZzXV7vLg95m84BmaQG4EOyxY1oBIRERGRdhTkRlFDc1vTKZvN6N/Jtn9qvh1+iGbjxqCx+akAbCg2gz4riwuQmDDwvg2tIHft3ggEuYWHQu4ENaASEREREUBBblRZmdzkUDSd2vaJ+VZZ3Jg0vsAMcjf69+Va+3FtBiTYB963oVWuvLuqkZomd3gvZhhw8OXmsRpQiYiIiBzwBt5P13GkbUZuP8tVfb62TK6C3Jhk7cvdWOLP5LaYo3WSnHYMo59Z/BiUkexkcEYiABsiUbKsBlQiIiIi4qcgN4rqA+XK/czklm2E+lLzh/yhs0OwMgm18f4g1+qw3OA2f8Ex0DortzfBX7K8LhJBbocGVP8K//VEREREJGYpyI2iQCa3v4HOdn+p8rA54Ezs56okHKw9uVaHZWtGbuIAbDplmRDJ5lPQrgHVC2pAJSIiInIAU5AbRVYmt9/ZvG3+UuWRKlWOVe07LG8orgvsyU0ewJncSf59uevCPUbIogZUIiIiIoKC3Khqy+T2o1zZ54Ptn5nH2o8b08YVtHVYHsgzci3ty5V9kWgGpQZUIiIiIoKC3Kiq95esJven8VTlVqjdAzanWa4sMcval7uppI5Gf+OpgVyuPCbPDOprm1opr2+JzEXVgEpERETkgKcgN4oamkOQybVKlYfOhoTkEKxKwmVcu1m5VrnyQG48leCwkZVszmyuiFSQm5wNU84wj9WASkREROSApCA3ihpCkckNjA6aF4IVSTiNa9dhufEAKFcGyEl1AVBW1xy5i872lyyvfgGaIrQfWERERERihoLcKLLKlUOSyVXTqZhnZXLL6prZW9UIHABBbkoCAOV1Ecrkwj4NqJ6N3HVFREREJCYoyI0iq/FUnzvsVu2A6h1g2GH43BCuTMIhpV2H5ZW7zBE3iQO4XBkg15/JLY9kJlcNqEREREQOaApyo8gaIZTi6mMm18riDpkBrrTQLErCary/w/LKXVXAAZDJTfVnciO1J9fSvgHVnmWRvbaIiIiIRJWC3CjqdyZ3+yfmW40OihvWvtyaJvPeD/ggN8XakxvhIDc5Gyadah5rZq6IiIjIAUVBbhT1e09uYD/uESFakYSbtS/XMpC7K0O7TG4ky5Ut0841365+AbyeyF9fRERERKJCQW4UWSOE+tRduWaPOSPXsJmNdiQuWLNyLQN5Ti5AbrTKlQHGHAdJWVBXDFs/jvz1RURERCQqFORGUUN/MrlWFnfQNEjMCOGqJJzG7pPJ7XOpepzIiUbjKYsjASafYR6vej7y1xcRERGRqFCQG0X1/dmTu/VD8+3II0O3IAm79h2W4UDYkxuFEULtHeQvWV77KriborMGEREREYkoBblR1ODvrpzcl+7KVvnl6GNCtyCJCKvDMgz8cmUrk1vb3EqTOwr7YocfCunDoLkGNr4d+euLiIiISMQpyI2SllYvLR4vACnBZnIrt5kzcm0OKDws9IuTsGq/L3egN55KT3TgtBsAVERjX67NBtPOMo/VZVlERETkgKAgN0oaW9qyWsnB7snd8pH5dujB4Ert+bkSc8a1D3IHeCbXMIx2Y4SisC8X2rosb3gbGquiswYRERERiRgFuVHS4Db34zrtBgmOIG+DVao86qgQr0oiof0YoYEe5EL7MUJR2pdbMAXyJoGnBdb+LzprEBEREZGIUZAbJfXWftxgs7g+n4LcONe+w3JSwsD/FrT25UYtk2sYcNA55vGqZ6OzBhERERGJmIH/E3aMavB3Vg56P27pOqgvAUciDD8kDCuTcEtxOThl2iDG5KUwPDs52ssJu9yUKM7KtUz178vduhBq9kZvHSIiIiISdn1o6yuhUN/XzspWFrfwUHC4QrwqiZS/XjQbn8+HYRjRXkrYtZUrRymTC5A1EobPhZ2L4OsX4bAfR28tIiIiIhJWyuRGSZ8zuVbTqVFHh3hFEmkHQoALbeXKUduTa5nmL1le8hh4vVFdioiIiIiEj4LcKKlv6cOeXK8Htn1iHivIlTiR4y9XLotmuTLAQeeBKx3KNmhmroiIiMgApiA3Shqa/ZlcVxCZ3L3LobkaXBkweHp4FiYSYrmBTG4Uy5UBEtPh4MvN40//Et21iIiIiEjYKMiNkj5lcq39uCMPB7u2U0t8iPoIofbm/hBsTtjxGexaHO3ViIiIiEgYKMiNEiuTmxzMntzA6CCVKkv8COzJrW/G5/NFdzHpg+Ggc83jT/8c3bWIiIiISFgoyI2SoDO5rc2w/XPzWPNxJY5Ye3LdHh81Ta1RXg0w7xrz7dr/Qfnm6K5FREREREJOQW6UBLor93ZP7q7F0NoIKXmQPymMKxMJrUSnnVT/qKyo78sF8/tn3HzAB58/GO3ViIiIiEiIKciNksCc3N5mcrdao4OOggNk9IwMHIF9udHusGyxsrnLn4T6suiuRURERERCSkFulDS6g8zkBvbjqlRZ4o9VshwTmVyAkUfC4BnQ2gRfPhzt1YiIiIhICCnIjZKgMrnNtbDrK/N49DHhW5RImFjNp8piocMymNUQh19rHn/5D2ipj+56RERERCRkFORGSWBPbm+6K2//DLytkDXS/CMSZ3JjaYyQZdLpkDUKGivgk/uivRoRERERCZG4D3KfW7yTk+77mO3l8ZWJCWRyXb3I5G750HyrLK7EqZyUtjFCMcPugBN/Zx5/+heo3BbV5YiIiIhIaAyAIHcX64tr+XB9abSXEpSgMrmbPzDfKsiVOJUTi5lcgEnfMve5e5rhnd9EezUiIiIiEgJxH+TurmoEoLQ2hjJEvdDrObm1RVC6FjBg1NHhX5hIGLTtyY2x71PDgJP/AIYN1r7a1uBNREREROJWXAe5rR4vRTVNQPwFuQ3NveyuvMU/OmjwdEjODvOqRMIjNyXGRgi1VzAZDv6eefzm9eBpje56JKqa3B5+/NRSnl+yK9pLERERkT6K6yC3pLYZj9cHQGmsZYh64PX6aHD3MpOr/bgyAFiZ3JgZIbSvY2+EpCwoWQNL/hXt1UgUfbm1gtdX7uXed9ZHeykiIiLSR3Ed5O7xlypDfGVym1o9+MzYnOSe9uT6fApyZUCw9uRWNrhp9XijvJouJGfDsTeZxx/cAQ0V0V2PRE1lg1ltsLe6ieoGd5RXIyIiIn0R10Hu7nZBbkltUxRXEhyrszJAkrOHILdsI9TuAbsLCg+NwMpEwiMrOQHDMI8rGmKwZBlg9uWQPwUaK82yZes3UXJAqW5sC2zXF9dGcSUiIiLSVwMmyC2ra8HrjY8fSq3OyskJdmw2o/snbvF3VR5xGDiTIrAykfCw2wyyk2O0w7LF7oBv3guGHVY9C1/8Ndorkihon71dV1QTxZWIiIhIX8V1kNu+XNnj9QXKzGJdYEau9uPKASRmxwi1N+IwOOkO8/idX7eN75IDRlVj+yBXmVwREZF4FOdBbscS5XhpPtXo7kVnZU8rbF1oHivIlQEgJ8XffKo+xr9P514F0y8EnxeeuwwqtkR7RRJBVe0yuesV5IqIiMSluA5yd1c2dng/XppP9SqTu2cptNSaHV8HHRShlYmET26aNSs3hjO5YM7OPfU+GDobmqrg6YuguS7aq5IIqW5s+/pcX1SLT3uzRURE4k5cB7lWufKQjEQASmriI8i19uSm9NRZ2SpVHnU02PYzS1ckDuRYs3LjoeLCmQjnPQGpBeZYoZevUiOqA0T7xlN1za3s2ueXqSIiIhL74jbIrWlyU9tsBosHDcsE4qdcOZDJdfWQydV+XBlgcuNhT2576UPMQNeeAGv/B18+HO0VSQRU7TM2SPtyRURE4k/cBrlWFjcr2cmInGQgfsqV95vJba6DnV+axwpyZYDISY2TPbntDT8E5t9uHr/zayhaFd31SNhZjacmDkoDYL06LIuIiMSduA1yrf24Q7OSyPPv9YuXILe+ZT97crd/Cl43ZI6A7FERXJlI+FjlyjG/J3dfh/wAxp8MnmZ4/rvQUh/tFUmY+Hy+wAihuaOyAVirTK6IiEjcidsgt20/bluQW1Lb1NNLYkZD8366K29aYL4de3yEViQSfnGZyQWzEdXpf4W0wVC2Ad66IdorkjBpcntp8XgBmDs6B1CHZRERkXgUt0Hubv/4oCGZAzCTu+k98+3YEyK0IpHwi7s9ue2l5MCZ/wAMWPpvWP1CtFckYVDl76zssBnMKswCYGtZPU1uTzSXJSIiIkGK6SD3i//9k6Er7mHdh0+Dp2MzkN1VjThoZV7rF4zb8h9yqY6bINfak5vc1Z7cii1QsRlsDhh5ZIRXJhI+Via3ocUT+B6IK6OOgiN/bh7/76dQuT2qy5HQs5pOZSY7KUh3kZnsxOP1salEI6RERETiSUwHuYM3Pc3B3lVM+/RquG8KLLgVKrbCnuWcvOM+Frl+zPyVPyPv01v4wPUzznO/TFNT7I97aJuT20WQa2Vxhx8KiekRXJVIeKUk2HE5zH9y4jKbC3DMDTDsEGiugXd/E+3VSIhZ44MykpwYhsGEAqv5lEqWRURE4klMB7mrZ/+Ov7aeRrUtE+qK4ZM/wV9mwD+O5puNr5Bj1OJOysOXP5k0o5GbnE9hf2gebHg7pmdaBrordzVCaPP75lvtx5UBxjAMcv3Z3LI4GffVid0Jp/0FMGDNK7B3RbRXJCHUlsk1S+snDTZ/0bhOHZZFRETiSkwHuWPHT+Xu1vM5uvVBPOc8DmOOA8BnT+B1z1wub/kFlVctx7jqU+5wXEOpLwNn1RZ46lx49ZqYDXS7zeS2tsCWj8xjBbkyAOXE875cS/4kmHaOefz+7dFdi4RUtX9PbkaSE4AJ/jFCmpUrIiISX2I7yM1PxWXzUdVisDHnOPjOS/CLzey+YjU/dv+ET22zyU1LAZuNr7K+wbHN97J1whVg2GHZf2D5k9H+K3Spwd/EJGXfxlM7vwB3PaTkQ8G0KKxMJLysMUJx12F5X8fcYP47s/Ed2LEo2quREAlkcv1B7kQFuSIiInEppoNcu82gMNXMxi7fUWV+MCWX3Y1mcDgkIxGbzQAgL81FHcl8OupaOO4m87lv/BLKNkV62ftljRBK3neEkLUfd8xxYIvpWyPSJ1bzqXhpEtetnDEw8yLz+P3bYrZqRIIT2JObbAa54/17cktrm6moj+PqAxERkQNMzEdSI8yfMVhmBbnAnmr/jNzMpMDHOowROvynZmdidz288F2zDDiGNLR0k8nV6CAZ4MYXpALw2sq9+OI9MDzql2BPgG0LYcuH0V6NhEBVo5XJNSsOUlwOCrOTAe3LFRERiScxH+SO9Gdyl+2sDHxsT7sZuZZ8f5BbUtsMNrs50zIpy2wM8/7vIrji/asPNJ5ql8mtLYLiVYABY46NzsJEwuy8gwtJSbCzrqiW99eVRHs5/ZM5HA7+rnn8/u3K5g4A1Q1Wd+W2X0AGSpb3qmRZREQkXsR8kDvCH+RuLKmjpsn8AWRXpZnJHdpdJhcgfQic/qB5/NkDbV2LY0BDoPFUu0yutb4hMyAlN/KLEomAjGQnFx86AoAHP9gU/9ncI34GzmTYvRg2vBXt1Ug/VfkbT1ndlaEtyNUYIRERkfgR80FuegIMy0rC54OVO6sB2FPVRZBr7fVrP5pk4jfh4O+Zxy9dBZXbI7PoHrS0emnxeIF9ypU3LTDfqlRZBrjvHTGKBIeNpTuqWLS1ItrL6Z+0AjjkB+bxe7eBpzW665F+2XdPLsBEjRESERGJOzEf5ALMGJYBwLIdZsmyFeR2tSe3bN+GNifdAXmTzDm7jxwPu5dEYMXda/TvxwVIskYIeT3t5uMqyJWBLT89kXNmDwPgrx9ujvJqQuDwn0BiBpR8DYv/Ge3VSD9UBcqV24Jca4zQhuI6PN44rzwQERE5QMRHkDvcH+TurMLn87E7EOQmBp6Tn24el9Y2dyyBdCbBd16EQdOgvhT+9U1Y93rkFr8Paz9ugt1GgsP/6d+zHBorwZUBQw+O2tpEIuXKo8ZgM+DjDaWs3l0d7eX0T3I2HP9b8/j928399RKXqvcZIQQwMicFl8NGo9vDjoqGaC1NREREghAnQW4mYGZyqxrcge7E7TO5uanmHqoWjzdQchaQPgQufxPGngitjfD0RfDFQxFZ+75K/Jnm9KQuSpVHHw12RxevEhlYCnOS+db0IQD8bSBkc2dfBkNmQXMNvH1TtFcjfdDq8VLrH+/Wfk+u3WYwJs/sCr6ltC4qaxMREZHgxEWQO2lQGgkOG5UNbj7fUg6YQW2is607scthD5SYdTmD05UGFzwNsy8HfPDW9fDyj6AhsnsCl/tLrqcONbPTeFphxX/N43EnRnQtItH0w2PGAPDG6r3xHzzY7HDqn8CwwernNVIoDtU0te2nTk/s+MvGgnT/dpi6OJ/vLCIicoCIiyA3wWFj6hCz+cfrK/cCHbO4lk4dlvdld8Cp98GJ/pFCy5+EB2bDksfB6w3JWt9YtZcPehiNsnxnFQAzh2eZH/j6RajcCsk5MPWskKxBJB5MHJTO8RPz8fng7x9tifZy+m/ITJhzhXn8+nXQqoAonlQ1mJ2V01wOHPaO/zXmpFpBbmzNXBcREZGuxUWQCzCz0AwK31tXDMCQjC6C3NR2s3K7Yxhmo5jvvg35U6CxAv53LTw6H/au7Nca//HxZn705FK+/+/FgR+Y9rXMCnILM83A+uM/mg8c9mNISOnX9UXizY+ONbO5Ly3bTW2Tez/PjgPH3gQp+VC+ET77S7RXI0Go6qKzsiU3VZlcERGReBI3Qa61L7fJbWZch2Z1DnLz0/eTyW2v8FC48mM46feQkAq7voK/Hwn/vRB2fhn0+p5atIPfv7EOgFavr8vRKOV1zWwvNxuXTB+eCev+B2XrzYZTVgZI5AAyqzCL0bkptHi8fLi+NNrL6b+kTPPfFDB/gVW5LZqrkSBYvRwyuwxyzT26yuSKiIjEh7gJcmcWZnZ4v8ty5a5m5fbE7jAzqFd/5S8VNmD96/DPE+HRb8D6t8C3/5ERryzfzU0vrwIg318y/fnm8k7Ps0qVx+ankpHoaMvizr3SHEEicoAxDIMTpxQA8M6a4iivJkSmnQ0jj4TWJlhwa7RXI73U1lk5odNj1laYcmVyRURE4kLcBLlDM5MCP2iY7yd2es5+9+R2J30InP0o/PhLmHkx2Jyw4zP473nw4vfNObbdeOfrIn727Ap8PvjOoSO49bQpAHy2uazTc5ftqAJg5vBM2PguFK0EZwoc+sPg1isygJw0ZRAAH6wrobm1+++1uGEYcPKdgGHuud8V3dnc0jvWFpP2M3ItOSkqVxYREYkncRPkGoZhBod+QzOTOz2nz0Fu4ATj4fQH4aerYN61YHPAqufg9Z93mdFduauKq59ahsfr48xZQ7n1tCkcOjoHw4ANxXWd1rFsp9lZeebwTPj4bvODc75nztkUOUDNGJZJfpqLuuZWPuuiAiIuDZoG0y8wj9+9uVcVIRJdPe7JTVO5soiISDyJmyAX2ppPAQzpIpObn2Z+rKS2qX8XSh8M82+DMx8GDFjyL1hwS6envbZyLy0eL0eOy+Xusw7CZjPISklg8mCzE7Q17gjA4/WxYmc1APPsa8w9wHYXHHZ1/9YqEudsNoP5Vsny10VRXk0IHXuj+T2+/RPY+E60VyP7EdiT20Um12o8VdnQQqsnNJ34RUREJHziLMjNBCDRaSM7pft9U33O5O5r6pnwrT+bx5/eDwv/1OFhq3Rt3phcHHigbBOsf4uLczeSQzWftytZ3lRSR0NzCzMSdjFihf88sy+FtILQrFUkjs2fbJYsv7umGI93gGQ9M4fDoVeZx+/+tsdtDxJ91p7crsqVs5ITsBlmQr6im875IiIiEjsc+39K7Dh4RBanTR/ChEFpGIbR6XEryK1scNPS6iXBEYIYfval0FwD7/wa3rsVGsrNDqqNVZyxfRPfcJYw96tK+HgneFsBuAC4IBFKVuVA81zILCRz4xJWuVaSYjTDLsx9v/Ou7f/6RAaAQ0fnkJbooKyuhWU7Kjl45AAp4T/iZ7D031C6FpY/BbO+E+0VSTeqeuiubLcZZKckUFbXQlltS6BqSERERGJTXAW5DruNv1wws9vHM5OcOGwGrV4f5fXNDO5ilm6fzLsGmqrh43vg8/8X+PBRAHag3v8BZzLkjMHb0gjlm8mnHNa/AUABgAHN9mRchXNg7lVmpkdESHDYOH5iPi8v38PbXxcNnCA3KROOvA7euQk+uMPs4p7QuZ+ARJ9VrpzRRXdlMEuWy+pa1HxKREQkDsRVkLs/NptBXpqLvdVNlNSEMMgFOPYmSC2ArR9BYiYkZfL3LyvY3pjId089lrGTZ0LaELDZsAEX/r93adm9kptmNjMzvZY/rbDxVtVwrrvoW8yfOjR06xIZIE6aMsgf5BZz4ymTuqzWiEuHfB++/DtU7YAv/gpHXRftFUkXrO7KXWVyAXL8s3LL6xXkioiIxLoBFeQCgSA3ZPtyLYZh/rB6yPcB8Pl8/Onjt2j2ePnhhGMho2N2Zta4Qv7frhb+4xvK2GOm8MBH7+DzwYwROaFdl8gAcdT4PBIcNnZUNLC+uJaJg9KjvaTQcLjguJvhxSvgo7th9LEwbHa0VyX7aMvkdh3kWs2nymq1J1dERCTWxVXjqd7I8/8gUhrmkrKGFg/NrWaXza6aYM0bYwazn20uZ8XOanw+GJaVpL1cIt1IcTk4alwuAG+vLo7yakJs6lkw4RTwNMPTF0LNnmivSNrx+XxUNXS/JxfaBbkqVxYREYl5Ay/IDXWH5W5U1Ju/zXc5bCQn2Ds9PmtEFgkOG0U1Tby4bBfQcQSSiHQ2f4rZZfntgTRKCMBmgzP/AfmToa7IDHTdjdFelfg1tHho9Xf1zuxhTy6E/xeoIiIi0n8DNsjt96zc/bB+m5+b6upy72Ci085sf1D7ynIzazNjeGZY1yQS746fmI/NgDV7a9hZ0dDt80pqmliwphhvPI0bcqXBBf+FpGzYswxeudqcSSNRZ3VWTnDYSHR2/d9iYE9uncqVRUREYt2AC3LzI5zJ7apU2WKVLFtzP605vyLStZxUF3P8nZU/3FDa7fNufGk1V/x7MR9v7P45MSlrJJz3H7A5YPXzsPDeaK9IaGs6lZHk7LbhWZ7KlUVEROLGgAtyI1WuXN6bIHdsW5OpBLuNKUMGSCMdkTCyyvo3Ftd2+5xVu6sA2NDDc2LWyCPglHvM4/dvg80fRHc9QrW1H7ebplOgPbkiIiLxZAAGuWZjp+KaMAe5/pI1q4StKwcNywzs1508JB2Xo/PeXRHpaExeCgCbSuq6fLymyR34/t5VGaf7Wg/+Lsy+zDz+30+gpb7Hp0t4WZ2Vu2s6BR3LlX0qMxcREYlpAy7ILUhvy+SG8weRCv+sxJweMrlOu41DRpmll9qPK9I7Y/JTAdhc2nWQu6W0LSDcHa9BLsD82yF9GFRthw/vjPZqDmhV+xkfBG1BbqvXFwiKRUREJDb1KchdsWIFs2bN4pNPPgl87L333mPu3LmkpaUxePBgrr32Wpqawtv8qStWuXKLxxsYCREOVrlyjr+ErTs/PWE8x07I47uHjwrbWkQGkjF5ZpBbXNNMbVPn7+HN7TK8cZvJBbMR1Tf9e3I/fxD2LI/qcg5k1v8VGd10VgZwOeykJ5qj5VWyLCIiEtuCCnKXLl3Kueeey2GHHcayZcs6PLZ27Vp+8IMf8Mknn3Dffffx+OOP89vf/jaki+0Nl8NOlr/krDiMHZatcuWe9uSCmcH91+WHUJiTHLa1iAwkGUnOwC+rNpd2LuPdVNo+yG2I79LRCSfDlDPB54VXrwFPa7RXdEDqTbkytN+Xqw7LIiIisSyoIPfFF1/E5XLx2muvdXrs6quv5nvf+x7Tp0/n/PPP5+KLL+bdd98N2UKDUZAe/n25VnflnsqVRaRvxvqzuZu72Jfb/mP1LZ74Lx39xh8gMROKVsIXf432ag5I1Y3mv+c9NZ4CNZ8SERGJF45gnnzbbbdhGAbbtm3b73M9Hg85OTk9Pqe5uZnm5rYfFmpqagBwu92BP9b7wchLTWAdsKeyHrc7M6jX9pb1Q05Goj3o9R0o+nr/JPqife9G5Sbx+RbYWFzTaQ37NqTaVlob353LXVkYJ/wOx2vX4vvg97SO+4Y5aqgfonX/vF4fzyzZxUFDM+LqnlT4/z1Pddl6/Jxlp/irhKobw/a5jfb3nvSd7l180/2LX7p38W3f+xeq+xhUkNvd/MD2mpubefvtt3nmmWd4+umne3zunXfeya233trp4++88w7JyW3lvcFmhFuqbYCNTxavJLloRVCv7Q2fD8pq7IDByi8/ZffKkF9iQIlWRl/6L1r3rqnEAOx8umozk9wbAx/3eGFbufm9l+H0Ue02ePW9T9meE8clywC+DOalTiavbg21j53H52N/Sas9qd+njfT9+6rU4IlNdoYk+7h+uiei1+6PLbvM/zO2rv+aN8pXd/u8ujLzeYuWryG3ovvnhYL+3YxfunfxTfcvfunexTfr/jU0NITkfEEFufszYcIENmzYQEJCAnfeeScnnXRSj8//1a9+xc9+9rPA+zU1NQwfPpz58+eTnp6O2+3m3Xff5cQTT8Tp7LmMrL11Czay6KOtZA0ZySmnTOrz36c79c2tuL94H4AzvzmfFFdIP40DRl/vn0RftO9d+qZyXty2hHp7Gqeccnjg45tL6/Eu+pSUBDvzxuXy5tfFDBozmVPmjYj4GkOucjK+R08gu2Ez3yh/GM/5z0Ji37Kh0bp//374S6CKokaDY084iaSE+Bib9tDWz6GmlmMOm8OR43K7fd7mDzbzSfFmsgYP55RTpoRlLdH+3pO+072Lb7p/8Uv3Lr7te/+syt7+Cml09sYbb1BZWcmqVav43e9+x+LFi3nqqae6fb7L5cLl6tyd2Ol0dvgi3ff9/RmSaWaBS+ta+vzF3tLq5f11xcwdlUPWPvtua2rMNHqi00ZGSmKvMtwHsmDvn8SOaN27CYMzANhR0QA2O0672T5gW4XZTG5MfiqFueY83b01zQPj6yt/PFzyKvz7dGy7F2N7+lz4zouQmNHnU0by/q0rqmHJjioAvD7YXN7IzMKsiFy7v2qazIZfOWlJPX6+CjLM7Hp5fWvYP6/6dzN+6d7FN92/+KV7F9+s+xeqexjSObljxozh4IMP5vLLL+fRRx/lv//9Lxs2bAjlJXolv5+Np9weLz96cilXPbGUu99e1+nx8sCMXJcCXJEwGJyRSHKCnVavj+3lbWUr1uzcMXmpDMs0A464HiO0ryEz4NJXISkLdi+Gf58BjVVRXlTvPLVoR4f3v94Tmt/ERkJVg9l4qqc5uaDGUyIiIvEipEFuew6HmST2eCK/L8vqrlxSE/wIIY/Xx8+fXcGCtcUArNlb2+k5gc7KqeqsLBIOhmEE5uVubjcyqC3ITWFYllmxMaCCXIDB0+HS/0FSNuxZCv8+HRoqor2qHjW0tPLS0t0ATB+eCcCavfER5Lo9XupbzP+n9j9CyPw33/pFp4iIiMSmkAW53/nOd3jttddYvXo1L7/8MldccQVHHHEEkyaFfk/s/hSkm79tL6ltxuvtfUMan8/Hr19exasr9gQ+tqO885zO3s7IFZG+G5NnliO376ZsjQ8am5/K0Cwzk7u7MjQNCmLKoGlw2WuQnAN7l8d8oPu/FXuobW5lRE4y3ztiFABr4iSTa42gMgxIS+xlJrdWc3JFRERiWciC3MzMTK666ioOPvhgfv7zn3P66ad3OU83EnJTXRgGtHp9VDT07ocRn8/HHa+v5b9f7sRmwB/OmgZAZYObmqaOrazL6xXkioTb2PyOmVyfz8fmUvOXTmPyUhnqL1euaWrt9D06IBRMgUtfg+Rcc4bu46dBfXm0V9WlJ/2lyhceUshU/+igdUU1eIL4JWO0VDWYXzvpiU7stp63n1hBbqPbQ31za9jXJiIiIn3TpyB35MiR+Hw+jjjiiMDHHnjgAXbt2kVTUxObN2/m7rvvJiOj7w1T+sNpt5GTYv4wUtzLkuW/friZRz7ZCsBdZx7EeXMKyfEHsTvKO2aKKvylatYPPCISem3lymZgW1LbTF1zK3abwYicFFJcDrL85aW7B1rJsqVgMlz2OqTkQ/EqePxbUF8W7VV1sHJXFSt3VZNgt3H27GGMzEkhOcFOk9vL1rK6/Z8gyqobe7cfFyA5wU6i0/xv06roERERkdgTtj250RYoWe5F86mi6ibuX2A2yPrNqZM5d85wAApzzD1/Oyo6BrkqVxYJv0Amt6QOn88XKFsekZ1MgsP8p2vA7sttL3+iGeimFkDJ12agW1ca7VUFWA2nvjFtEDmpLmw2g0mDzWxuPDSfssqV97cfF8y94tYvN0vVfEpERCRmDeAg1+qwvP9M7iMLt+D2+DhkZHZgPxlAYXY3Qa7KlUXCrjAnGbvNoK65lZLa5kDZ8mh/hhdgWJbVYXkA7sttL2+8P9AdBCVr4D/fhqbqaK+KmiY3ryw3exhcNLdtVvFkf5AbD/tyrXLl3mRyQR2WRURE4sEADnKtcuWefxCprG/hqS/NTMQPjx3T4bER/iB3e6dyZTPIzVV3ZZGwcTnsgV80bS6p69B0ymLtyx2w5crt5Y7zly7nmaXLT18ErdENtF5etptGt4dx+anMGdk2E3fKkPjJ5AYf5Jr/7ivIFRERiV0DNsjNT/Nncmt7zuQ+/vk2Glo8TB6czjHj8zo8Ntz/A/bOTuXK5g832SnakysSTta+3E2ldWxqNz7I0pbJPQCCXIDcsXDxC5CQBtsWwos/AG/kx7RZ3l1jjlo7b87wDjPDJ/uD3DV7a/D5Yrv5VFUQ5crQlsnVnlwREZHYNWCD3N7Myq1vbuWxz7YB8MNjxnT4IQ1gRI75w/T2irYxQj6fL1CunKNyZZGwGpNvfg+amVx/Z+X2mVz/ntzdVQdIkAvmHN3znwSbE9a8DG9eD1EKJK1fAE4b2rHJ4PiCNOw2g4r6For6MK88kmqsIDepd/+eq1xZREQk9g3gIHf/5cr//XIHVQ1uRuYkc8q0wZ0eH+FvPLWnqgm3xwtAfYuH5lbzOEflyiJhZWVyV+yqDgRLYw7EPbn7Gn00nPkPwICvHoaFf4z4ErxeH3uqzXsyxF82bkl02hnrv0+xvi+3yj9mrveZXJUri4iIxLoBHOT23HiqudXDwwu3AHDl0WO6nI+Yl+rC5bDh8frY488UVfhL1BKdNpITHOFYuoj4Wftvl++sAiAvzdVh7+RQf5Bb2eA+8OaWTj0TvvEH8/j9280/Eczolte30NLqxTBgUEZip8fjZV+uVZnT2z25OYFMrsqVRUREYtWADXLz09tKyjzezj/4vbR0N8U1zRSkuzhz1tAuz2GzGYHGN1bzqXL/jNwc7ccVCbv2WVvz/ZQO76cnOklPNH/ZFK6S5Vv/9zW/fH4F3i7+HYm6uVfCsb82jz++B175MXjcEbm09Yu/grREnPbO/5UE9uXGeJC7tcwsg7e2p+yPypVFRERi34ANcnNSXNhtBl5fW6Moi8fr4+8fm1ncK44Yjcth7/Y8+44RspqNqFRZJPwykpzkpbX9Qql9Z2VL26zc0Jcs76xo4F+fbuPZxbtYtLUi5OcPiaN/Ad/6Cxh2WP4kPHUeNNeG/bLWLxWsbPq+rDFCX++N/qij7jS2eAJ/j31/gdKdvDR/uXKtglwREZFYNWCDXLvNIC+16325H28oZWtZPRlJTi6YW9jjeQpzOga5FZqRKxJR7YOPfTO70BZkhWOM0GebywLHryzfHfLzh8zsS+GC/4IzGTa/h+OJ00lsCW9QbmVy992Pa7EyuTsrGqlujEx2OVhby+rx+cz9uL39N92q4qlpaqXF359BREREYsuADXKhffOpjvtyv9xm/vB38pRBpLp63lfbNivXLGlr66yscmWRSGgf2HYV5IZzjNBnm8sDx2+s2ktza/TG9ezX+JPgstcgORejaCXHrf0VtsWPgjc8gdjuQJDbeT8uQGZyQmCO8dq9sVmybI2lGpuX2qm7fncykpw4/D0crO0rIiIiElsGdJCbn971rNxlOyoBmDUic7/naMvkmj/QWaXPKlcWiYz2Jco9liuHeE+uz+cLBLkOm0FNUysfrCsN6TVCbuhsuOJdvENm4fQ2Yn/7l/DofChaHfJLWZncYd1kciH29+VuLrFmL3f+uuqOzWYE/v0vq1XzKRERkVg0sIPctM7lyq0eLyt3mXvEZhZm7fcchdlmqeSO8np8Pl+gXFkzckUiwwpAkhPsDO6ii6+VLQx1JndzaR2ltc24HDYuPnQEAK+uiOGSZUv2aDyXvsnKYd/Bl5AKu76CfxwN790W0qzu7v2UK0O7fbmxGuT6M7nWPObesip51HxKREQkNg3oINcaI1TSrlx5Q3EdDS0eUl2OXv32flhWEoZhzsctr28JlCtrT65IZMwZmc2swkwuOWxklyWlwwJ7ckPbeMrK4s4Zmc05Bw8DYMHaEmqaYnN/aQc2O1vzTqT1ys9h0rfA22rO0n39/0IW6O6p6npGbnvWGKE1sVqu7M/kdlUh0JPcNAW5IiIisWyAB7md9+Qu22mWKk8fntHlbNx9JTrtDPIHyzsqGtpGCKlcWSQikhLsvPijw7nhGxO7fNwKcsvqWmhyh27P7GebzCD3sDE5TB6cztj8VFpavby1uihk1wi79MFw3hNw+l/BsMGSx0IS6Da2eAJVLT1mcv1B7qaS2phr0uTx+gLjg4IpVwbItcqVNStXREQkJg3oIDewJ7ddufKyHVUAzBy+/1JlS2CMUHkDFXVqPCUSSzKSnIEGcqEqWfZ4fXy+xQxy543JwTAMzpgxBIjxLsvdmXkRnPFQyAJdq1Q5zeUgI8nZ7fOGZiaRkeTE7fGxoTj8Y42CsbuykeZWLwkOW2Bfd2/ltZuVu6W0jvve3cBx937Iyfd/TH1zaziWKyIiIkEY0EFuQZq/XLld4ymr6dTMwsxen6cw0GG5gTKVK4vEFMMwAvtyd4eo+dTavTVUN7pJdTmYNjQDgNNnDAXMMuZ9O7bHhennhSzQ3d/4IIthGEwfngnA5+06VccCaz/u6NyUXlX1tGdV8jy5aDvH3fsRf35vI1tK61lXVMuKnVWhXqqIiIgEaWAHuenWb9tbcHu8VDe42VxqlqfN8P/g1Rsj/B2W1xXVBEruVK4sEjvaxgiFZl+uNR937qhsHHbzn8nh2cnMHpGFzwf/W7EnJNeJuH0D3bduAJ8v6NPs2c/4oPaOHp8HwEcbYqszdaDpVJClytAW3De5vdhtBsdMyGO0f55zqLt8i4iISPAGdJCblZyA027+hr60tpnlu6oAM2jNSe19ufFwfyZ3qT8LnOS0k5zQ83xdEYmcUM/KtZpOHTYmp8PHrZLll+OxZNliBboAX/7dbEgVpN5mcqEtyP1ya0VMlfJuCowPCq6zMsD8yYO49vhx/O70KXx54/E8dvkhzB1lfq309DV4y6tf86Mnl+D1Bv+LBREREem9AR3k2mwG+WnWvtwmlgf242YGdZ4ROSn+c5h7e1WqLBJbhgY6LPc/yHV7vHy5tQKAeWNyOzz2zYOG4LAZrN5dEwiS4tL08+DkP5jH799uZnWDYGUrrc97T8bkpTAsK4kWjzemSpbbxgcFn8lNcNj42YnjueSwkYFfmA7bz9dgQ0srj322jTdWFbGlLI6/dkREROLAgA5yAfLT22blWp2VezMft70R2R2bkuSqVFkkpliNg0LR3GjlrioaWjxkJTuZOCitw2PZKQkc5c9MvrV6b7+vFVWHXgVHXmcev/Z/sObVXr/UyuQO7UUm12ht4uQx5r/DsVSybG1d6Uu5clf2VzK/o6Khy2MREREJvQFfc1vQLpMb6KwcRNMpgMxkJ2kuB7X+UjtlckViyyGjsnHaDdYV1fL1nmqmDMno87najw6yddGQ6OCRWby/riQQJMW1434N9aWw9HF44QpIegFGHbnfl3U7I7e5Fr58GIq/hqrtULUD6or5NfA9VzZbVo7Gl34sxuDpMPYEcO4/SA6HivqWwAik0Ae5XWdyd5Q3dHksIiIioTfgM7lW86kvt1ZQ3ejG5bAxcVB6UOcwDIPCnLZsbrbGB4nElNxUFydNGQTAU4t29Otcbftxc7t8fLg/a7xzIGTjDAO++SeYeCp4muHJc2DZEz2+xOv1sbe6iz25G96BBw+F926F1c/Drq+grvj/s3fX4XXW9//Hn/eR5MSl8TR1LzVa2uLF3TYGGzJ0+IAxZb6x/fbdYGxjyIaMMdxdilbQ0tJCqbs37n7k98d97hNPzknOOZG+HtfVi9Pk5L4/adKS93lb4N25RhmHe5djLLkdnr4IHjweaooi8mn1xCpVzk+NIy7GHpZr5qea3xf7qxpwezpOrW6dvd0xFL53REREBrAhH+Rau3I/2GD+MDUtP4UYR+if9ohWJcsqVxYZeC6cNxKAl1buoaaXA44amj2s8A+YO6zd0CmLNYhuV5gmOfc7uwO++RCMPxHc9fDy9fDSddDU+edXXNNIs8eH3WaQnRQLtSXw3BXwxLegajekjoQTfg/n/Q+uWgw/2Qa37uZ3mX/lN82XsDH3LIgfBoVfw39ONrO9URYYOtWLftyuZCXF4rQbeLw+9neyYmqHMrkiIiJRM+SD3Gx/kFvX5AFCL1W2tM3kKsgVGWjmj0lnTGYCtU0eXu7l9OMvdpTT5PaSnRzLmIzOp+4W+MtSC6saaWj29Pq8A4rTBd952ixfNmyw6nF48Dgo3tjhqdYu4pFJBo7lD8Ldh5iZW8MGh30frvsEDr8JppwFeTMhPh1ik8iddgyPeE7iD84b4Ip3IGUElG2B/5wCJZui+ulu8Qe548JUqgzmoEMrs93Z8Cn15IqIiETPARDkti0tDnXolGVkessPvApyRQYewzC4YO4IAB77dCe+Xux/tQYjHTY2A8Po2I8L5t//eH+J656htBPVZoOjfgzffRkSs6FoLdx/NDz/PVj9HNSZE6eLi/Zzg/1FXmq6Ct78MdSXQfY0uPI9OPEPENP5iwMLJmYB8OnWUuqTRsHlb0HGBDP7+5+TYd9X0fpMW01WDn19UHe668ttH+RqjZCIiEjkHABBrqvN73udyW1TrqyeXJGB6NzZw4lx2Fi3r4pVuypC+lifz8fCNfsBOG5yVpfPMwxjaPXltjf6KLh6KYw6EprrYPUz8PwVcPtYePB4jnnzWH7kfJZkXxWkjoBT74CrPoD8g7u97PisRPJSXDS5vXy6rRRS8uGyNyFnOtSVwCOnQ/X+qHyKm60gN4yZXIDh/r7c9kGux+trM3W50e2luKYxrPcWERGRFkM/yE1qCXJzkl3kpvRumudIlSuLDHip8TGcPj0XgMdDHEC1qaiG7aV1xDhsgaxjVwrSzX9HdoVhL++AlJQN330FLn3DLD3OnAw+L+z+nBhPHeu8I3h13O/h+yth7vfA7uzxkoZhcLT/z3XxBv8qoYQMuPQ1yJkGDZXw8T8j+VkBZt+1FYSOC2NPLrTa11zR9sWPfZX1NHt8OO1GYO3SDvXlioiIRMyQD3KT4xzE+gdN9TaLC5Cb4gpcp312WEQGDmsA1atf7qWyrjnoj1v4tZlFPGJcBomx3W9Xs4ZP7R6KmVyLzQajDjeHSF3/Kdz0FZx1D3fm/JlTmv5E5bizzaFVITjav2O4zb5cVwoc9xvz8fKHA2XRkbKtpBafD1LinAwL8wuWXZUrW4OmhqfFM9rf672jdAisoBIRERmghnyQaxhGICjtS5DrsNu487yZ/O7MqeSkKMgVGagOHpHKpJwkGt1eXli5O+iPe3utue7mxCnZPT43UK48VCYsByNtJMy6iHcbpwItGclQHD5uGA6bwbaS2rZB3rjjIXcGNNfCp/eF78ydCExWzkzosu+6t6w/k/a92lY/7oj0+MAQwyFZ6i4iIjJADPkgF2BmQSo2A46e0H0JYk9Om57LJYeNCs+hRCQiDMPgwnnmAKrHPwtuANWeinpW76nEZsDxwQS51hqhsiFartwNK4CzSnNDkeRyMmeUOfxv0YZW2VzDgCN/aD5e9m9oqOrzObtiDZ0KW6lyYw2seRGeu4LpS6/mTNvHlFRU4Wk1WMraizs5qZEJiQ1t3iYiIiLhF1qt2SB153kz+NXpU8hM0sAokQPB2bPy+dOb69lcVMPqPZVMH57a7fPf9g+cmjMyPajBci09uQdWoFLT6Kay3iwBz+1lRcvRE7L4dGsZH20uafui4aQzzGnLJRvh8wfhyFvCcOKOWjK5fQhy6ytg41uw7lXY/C64zcA1Drgr5h1KfMnUv7GMxHnfhcpdzNnwFG/GfMrkNbvwYTDSOZ3P9p0BnoOC6mcWERGR0BwQQa7DblOAK3IASXI5mT0yjaWbSli3ryqIINdfqjy15ywutJQrV9Q1U93QTJLrwAhU9vmzuMkuR68/5yl5yUAnu2JtNjjiFnjpGvjkHph3DcTEd3KFvtlSbJZJhxzk1pbA+tdh3SuwdTF4W/V7p42GKWeCw0Xx4gfINMpg+d3mL+A4CNRNGfg4xv4lx1R+CX97AGZeaO4Xjk/v+ycnIiIiwAFSriwiBx4riLGCmq6U1zaxbLs57OikqTlBXTsh1hGYsn4glSzv9ge5eb3ox7Xk+TPAezvbMTztXHMtUV0JrHy01/foitfrY2tvypXfuw3uGA+v3mhmbr3NkDkJjvoJXPMh3LjSHNB1zM+5KfdRrmr6AYWZh5sfm5zPixzD95tuYNMlq6i5ehn3uc+g2JcMNYXw4Z3wryNh17Kwf74iIiIHKgW5IjIkjfUHMVZ5alfeXVeIx+tjcm5yoNc2GAVpB17JshWYDu9FP64l1x8gVzW4qW10t32n3QmH32w+/ugf4G7q9X06s6einka3lxi7LfjPYf0bsPQOc4VS7gw49ldw/edw/Wdw7C/M9UetBljlpiXxtvcQnptyF/yyiMqrV/GDhu/xqvcw8vMLSMydyAOxl3Bo493sOuF+SB8LVbvh4VPgk3shiB5yERER6Z6CXBEZksZmmqtarEFDXVnoL1U+KchSZcvw9ANvSu7eMGRyE2MdJLnMTpl9lZ1kc2deCIk5ULUHVj3e6/t0ZrP/e2F0RgIOexD/+6suhFduMB8fdiNcvQSO+hFkTujyQ1rWCNWBI5Yd/hdBMpNiiY8xP++C9HjcOFiTchRctQimnA1eNyy8Ffvzl+HwHDjfUyIiIpGgIFdEhiSrHHVXWR0NzZ5On1PX5GbpJnPKb7ClyharL7f9TtShbG+FOWCpL0EuQF5KXJvrteF0weE3mY/f+TWUbevTvVrbYg2dykro+ck+nxng1pVC9jQ49pdB3aP9rtzW64MsI/2Pd5bVgSsZvvVfOOV2sDmxbXiNBet/hbHrs2A/LREREWlHQa6IDEmZibEkuRx4fbC9tPO+3CUbi2l0eylIj2NSTlJI1w9MWD6AMrl7/IFbb3bktpabavbldprJBZh7FRTMh8YqeO7ysJUtW1n9oIZOLf8PbHob7LHwjfvBEdzwQmu1kvVntaPU/P4Y2SrItQJe630YBsy7Cq5YiC9lBAlNxdgfPQPe/V3YS7ZFREQOBApyRWRIMgwjkM3dUtR5kBsoVZ6Sg9GqrzIYVib3QOrJ3ROGcmWA3O4yuQB2B3zzQXClwt4v4L3f9el+Fuv7oMehUyWbYOEvzMfH/xaypwR9j0CGv6Ier9cXeBGkdb/3iGGtMrmt5c/GfeUidqYfgeHzmkOpHjwWitYFfX8RERFRkCsiQ1jLhOWOfbler48PNhQBcGKIpcrQErTsKqvHdwAMC/J4feyvMoPSvmZyu52wbEktgLPvMx9/cjdseKtP94SWntxuM7meZnjhe+Cuh9FHm6uMQpCT4sJmQJPbS0ltY0smd1jHTG6HIBfAlczKkVfh/uZ/IS4d9q+Gfx9t7uQVERGRoCjIFZEhywpmOpuwvK20loq6ZmIdNmYWpIZ87bxUF4YB9c0eSmuHfklpUXUDHq8Ph83o895xa8LyvsouMrmWSafCvGvNxy9dA5V7en3PstomyvxfpzGZ3fTkfvkk7F0JrhQzyLaF9r9Jp91GTrIZxO8urw8Esq2DXOvxnvJ63B5vp9fxTTodrvsUxp0AnkazbHvbkpDOIiIicqBSkCsiQ1agXLmTTO7KnRUATMtPIcYR+j+FsQ57IJjpTV9udUMzX++pDPnjemN3eR3bS7rfF9yTDfurATMLabeFVtrdXiCT21VPbmsn/M5c3VNfDs9fAd7Og8KeWPtx81PjAlOOO/B64MO/mY+P+jGk5PfqXsP9JcvbimsDn2PrcuXsJBcxDhtur6/7QD8pGy54GiafAZ4mePIC2LuqV2cSERE5kCjIFZEhq/UaIa+3bUnxyp3lAMwakdrr67f05YY+YflXL33N6f/8kI83l/T6/sGorGvmjH9+yBn//JCqhuZeX8d6UaA3We/2ApncioaeS70dsXDuwxCTBDs/gVWP9eqeVja/2yzu2pegbKvZCzz7sl7dB1qGT322rRSfD+Jj7GQmtmS/bTYjsGc5MHyqKzY7fONBGHUkNFXDY9+E0i29PpuIiMiBQEGuiAxZI9LjcdoNGpq9HbKGq3ZVADBrRFqvrz+8DxOWP9pSCsDH/v925qWVe/j+kyvZ1ocs7COfbKe8rpnqRjerd/c+c7wy8OeV2utrWHL9mdz6Zg+V9UEE3sPGwoKfmY/f+z00hP559DhZ2eeDpf4s7vxrITaICcxdsNYIWV/bEenxHQabjRxmBts7yoL42jpd8O0nIGc61JXAo2dD1b5en09ERGSoU5ArIkOWw25j1DArm9sSTNQ1uVnvL78NRyZ3d4gTlouqGyiubgRgzd6uA7b/e3M9r365l9PuWspTy3aGPOCqrsnNwx+17Jn9qpdBrtfrY1Ug8937FwUsLqed9IQYoJsJy+3NvQqGjYfaYlj8l5DvaX39u5ysvOkdKFwNzgTzXn1gDeayduW2LlW2dDt8qjOuZLjoeUgfAxU74X9nmv8VERGRDhTkisiQ1tnwqdW7K/F4feQkuwLrbHqj9YTlUKzdW9XyeF9Vp88pqmoITDOua/LwsxdWc/WjKwLDk4LxzIo9lNe1ZEpX76kI6ZyWrSW1VDW4cTltTAxxn3BXrGxul7ty23PEwMl/Mh9/9i9zzU8IrK9/p5lcnw+W3mE+PuRyiE8P6drtWT25lpHdBbk9lSu3lpgFF78ISXlQshEePF49uiIiIp1QkCsiQ1pnw6fCVXpr9VWGuit3Tasgt7CqkZKaxg7PWe0fSjUuK5FbT5mE027w9tpCTvr7ElbsKO/xHm4vPPThdgBOn54L9D6Ta/UvT89PxWkPz/82Artye5qw3Nr4E2D8ieB1w8KfB/1hDc2ewNdobFYnPbk7PoZdn4E9Bg69IfjzdMEqV7a0nqxsCTmTa0kbBVe+A1lToaYQHj7VzEKLiIhIgIJcERnSrKCmdSY3HEOnoCWTu7eiHk+7wVbtB1211j572zqza7GC3BnDU7n66LG8dP3hjMtKpLi6kZ89/1WPpcvLSwz2VzWSmRTLb8+cCpjls6Fkgi3h7Me15Kf6M7nd7crtzEl/ApsDNr0NG98O6kO2ldTi80Gyy9FmAFTA0r+a/511ESSFvjO5vVz/52bprFzZCnx3ltaFvmc5ZThc/iaMWQDNtfDE+bDiv708rYiIyNCjIFdEhjSrPNVaIePz+fjCPym4r/2l2ckunHaDZo8vUFoMcPf7m5jym7f4fHtZpx9nBbUZiWZf6prOglx/1nX68BQApual8Py1hxHntLOpqIbl3WRzPV4f7+0x/3m/8ojRZCTGMibDDPZX92Jt0crAn1dqyB/blaB35baXMQ7mXWM+XngruHsO2gNDp7ISOwyAYu9K2PIeGHY47MbQztKFWIed7OSWYNoaMtWaFfhWN7rblJQHzZUCFzwLMy4AnwdevQlWPt7rM4uIiAwlCnJFZEizgtySmiYq6prYW2kOfbLbDA7KS+nTte02IzBkyJqw/PHmEv76zkYamr08v2J3h4+paXSzvdQcgnTWTHMPa/vMrs/n4yt/MHpQfssZU+KcnDkjD4DHP93R5bneXltIUYNBssvBhfNHAjDNHyyv3l0R0udY2+hmw37zfOEYOmWxenL3hprJBTj6J5CQCaWbYUnPQ6i2FPmHTrXvx60rg1dvNh9POxfSR4d+li5Y3xc2o+Vxay5nSyAccsmyxREDZ98Lh99k/v71H0Lhmt5dS0REZAhRkCsiQ1pCrCMQUG0prmGVPys5OTeJuBh7n6/fMnyqjoq6Jm555kus6tPO1gOt31eFzwfZybEcOT4D6DhhubCqMRCIT8lNbvO+C+ePAOCN1fs7LT32+Xz8e6k5Ufni+SNIjHUAMM0fLIfal/vV7kq8PjMozU529fwBQcpLtXpyexHkulLgxD+aj5fcDque7Pbpm1tlcgOq9sLDp8C+VRCXBkf/NPRzdMMaPpWbEkeMo/P/1Y5M968RKu39iigMA477LYw7Htz18Mwl0Fjd++uJiIgMAQpyRWTICwyfKqpt6cctCE9W0gpmdpXX8/MXV7O/qoFRw+Kx2wx2ltV12KFrZW2n5qUw1Z9J3lZSS12TO/Ccr/zZ1vFZiR0C8enDU5mWn0KTx8tzK3Z1OM8HG4pYs7eaGJuP7/oDYmgJcr8OsVx55a7w9C+3Z73wsL+yodv+5S7NOL8lg/nKDbB1UZdP3dJ+snLJZnjoJCheb04qvuwtcxdvGOX7h091NnTKUtCbCcudsdngnPshOR9KN5mly6H2+YqIiAwhCnJFZMgLrBEqrgn7EKWCdDOYeWrZTt5YvR+HzeCu78xihr88+JOtbbO5a/aYQe6U3GQyk2LJTIrF54N1+1qyb1bfrNWP296F88zg9YnPdrYJECvqmvj5C18DcFi2L7CLFmBqfgqGQaBcO1iBftwwvShgyU52YRjQ7PFRUhv8edo47rcw9RvmtOWnL4bCtR2e4vX62FpiBrnjshJh35fwn5Ogciekj4UrFkLWpD58Jp2bO9pcQzRv9LAun2MNRbN2NvdJwjA492FzKNfXz8Pyh/p+TRERkUFKQa6IDHljM81gYt2+qkAAGa7+0gJ/JrfIHzj+4IQJTB+eymFjzVLkT9qVLLdkcpPb/Ld1X65VUjxteGqn9zxjRh5JsQ62l9YFSqJ9Pl8gkzx6WDynFnjbfExirCMQ7AebzfX5fBEZOgXgtNvISjJ7UvdVhDh8ymKzwdn3wYhDobEKHv8WVO1r85Q9FfU0NHuY49jCyCU/hIdOhLoSyJkOly+E1BFdXLxvjpmYxRe/OoEbjxvX5XNmFqQCsMr/wkufjZgHx//WfPzWreZQLRERkQOQglwRGfKsXsxPtpTS5PaSGu9kVDdlpKFovR5m7uh0rjnaLHs9bKyZwft4S0lgRUyzx8uGQjNrN8Uf3Fo9t9bEZZ/P15LJze88k5sQ6+DsWebQqieWmQOonluxO5BJ/uu3phHbSbvx9BD7cvdU1FNS04jDZrQZgBUu1q7cfb3py7U4XfDtJ2DYeKjaDffOM3fHvnoTfHIPDR/dx+sxP+c5x6+wffUkuBvM1TuXvgaJmeH5RLqQnhDTcZpzK9OHp2IzzD/nwqpeBvrtHXoDTDwNPE3wwlXgcff8MSIiIkOMglwRGfKsqbpuf2nvrILUboOPUIzNTCAx1kFKnJM7z5uB3WZe9+CRacQ4bBRWNbK1xBwstKW4hia3l6RYRyADbPXlrvUPn9pTYe6yddoNJuUmdXnfC/wly2+vKeTz7WX89hVzqu4tJ04I9N+2F5iwvKciqM/NyuJOyUvG5ez7kK728lKtCct9DPDi0+HCZyF5ODRUwo6PzL2xC3/O+BW/Z6ptB82GE2Z8B654By5+yRxe1c8SYx1MyDa/xtafdZ8ZBpx9D8QPg5KN8MUj4bmuiIjIIKIgV0SGvMykWJL8U4YhvKtwklxO3rjxSN7+wVGBIVRgroiZ7b+PVVJsZWsn5yZj8wfDVkZ3/f5q3B5voJR4Yk4SsY6uA8vJucnMHpmG2+vjogc/o7bJw7zR6Vx9VNcDlKwe32AzuS39uKlBPT9UYcnkWtJHw/dXwFWL4BsPwFE/hilnsTVhJrc1X8i/Z78O5/wLCuaageAAYX0vWgO+wqL1tOhFf9K0ZREROeAoyBWRIc8wjDbrY8LdXzpiWHyn63WskuVPtpQAsMYf5FqBLcDI9HgSYuw0ur1sLalt6ccNojzYGkDV6PaS5HJw5/kzA5nkzkzJTcFmmP3DwZTHtkxWDu/QKUtgV25lmEp1nS7ImwXTz4Njfwnn/Y+fJf8fD3lOIz8/Pzz3CDPrezFsmVzL7MsgfQzUFsNHd4X32iIiIgOcglwROSAE1sdg9kJGw2HjrCC3FK/XF8jktg5ybTaDya36cq1+3Gn5PZ/x1Gm5gQnK/++caeT7d892JS7GHiiP7Smb2+j2BCZBh/tFAYu1K3dfRRgyuV2w1geNy+y69Ls/Hez/s/1qdwVuj7f7J4fCEdMyhOqTuzsM5BIRERnKFOSKyAHB2pU7LiuRlDhnVO45fXgq8TF2yuuaWbe/ijX+vltr2JTFCnq/3lMZCD67Wh/Umstp54nvzeO/lx3CGTPygjqTlSFe7d/F25W1e6to8nhJT4hhRHp4hnS1Z2Vy94Urk9tOeW0TpbVNAIzxT9geaMZkJJLkctDQ7A3PKqHWJp8Jw+dCcx0s+n/hvbaIiMgApiBXRA4IJx+UQ16Ki4vmRWZlTGecdltgX+pzK3ZT1eDGaTcC2VSLtUbo7bWFVNY3E2O3dXhOVyblJLNgYlbQZ5oeGD7VfSa3dT9uuIZ0tWdlcgurGsKbxfSz9uPmprhIaNWTPZDYbEZgldDKcK0SshgGnPgH8/HKx6BoXXivLyIiMkApyBWRA8LojAQ+vvU4Lj18dFTva/XlPvP5LgDGZSUR42j7T++UXDPw3FlWB8Dk3I7PCRdrFdDqPZWB1UadsYZlzYzQ0CmAjMRYHDYDr69lz3A4bbZKlVv1Yw9E1mCvlTvDOHzKMmIeTD4DfF5459fhv76IiMgApCBXRCSCDhubAUBtkwdoydq2Nj47EUergVHTgihV7q3Juck4bAYlNU1dlglX1DWxeGMRACdMzY7YWew2IzCwa28E+nK3FJurm1r3Yw9E1mCvVeEePmU5/ndgc8Cmt2HbksjcQ0REZABRkCsiEkGTc5Pb9AC378cFs7e2dbZxehBDp3rL5ex5+NSbX++n2eNjUk4Sk3I6njecArtyI9CXu8ufGR85LDI9xeFiZcu3ltRSXtcU/hsMGwuzLzUfv/d76CaDLyIiMhQoyBURiSC7zWD+mPTA7zvL5ELbicuRzORCS1/ux/7VRu29tHIPAGfNjPzancCu3Ahkcq0S6KykjuudBpK0hBhGZ5iDsYLdYRyyo34MjjjY/TlsfCsy9xARERkgFOSKiESYVbIMMLmrINef4Y112Bgf4R7S06bnAvDs8t2U1bbNHO6tqOezbWUAnDkzuInNfRFYIxSBTG5RtXnN7OTYsF873Ky+3C8jFeQm5cD8a8zH790G3vAP+hIRERkoFOSKiETYMROziHXYmFmQSrKr8/VFh4/LwG4zOHJ8Bg57ZP9pPmJcBgflJ1Pf7OG/H21r875XvtwLwNzR6T3u3Q2HQLlymDO5Pp+PoqrBkcmFll3Eq3ZFKMgFOOxGiE2BojXw9fORu4+IiEg/U5ArIhJhI4bF884PjubhSw/p8jmTc5N595ajufP8mRE/j2EYXLdgHAD//Xg7NY3uwPteXmUGuWdFIYsLrcqVw5zJrWpw0+g2s5VZgyGT6x8+9eXuSryRapmNT4fDv28+/uCP4GmO0I1ERET6l4JcEZEoGDEsnrSEmG6fMzojoctMb7idNDWHMRkJVDW4eeKzHQBsLKxm3b4qnHaD06blRuUcuSlmlnVfZXgzucX+UuUklwOX0x7Wa0fCxJwkXE4bVQ1uisNfud1i3rWQkAnl22DloxG8kYiISP9RkCsicgCy2wyuWTAWgAeWbqOh2RMYOHX0hCxS47sPyMPF6sktqWmi0e0J23VbSpUHfhYXwGm3BaZqb682un9yX8QmwpE/Mh8v/gs0h3/gl4iISH9TkCsicoA6e2Y+uSkuiqsbeW7F7kCp8tmzolOqDJAW7yTWYf6vaH8YS5YHy2Tl1mb6+3K310QwyAWYcxmkFED1PvjsX5G9l4iISD9QkCsicoCKcdj43pFjAPjzm+vZU1FPYqyD4ydnR+0MhmGQ6c+2ltSEb0esNVl5MPTjWqwJy2vLDf7+3mbufHsDd769gfuXbGnTN91njlhYcKv5+P0/ws5Pw3dtERGRAcDR3wcQEZH+8+25Bfzz/U2U15lDiE6amhP1Hta0+Bh2l9dTWR/GIHeQlSsDHDwyDcOAiiaDexZtbfM+nw+uPnps+G424zvmvtx1r8DTF8H3PoDUgvBdX0REpB8pkysicgCLj3Fw2eGjA7+PZqmyJTXeHLZVURe+ab+DsVw5O9nF7d+cxpE5Xi6eV8Alh45k/ph0AL7cXRHem9lscM6/IHsa1BbDUxdAU1147yEiItJPFOSKiBzgLjl0FHkpLiblJHHY2Iyo3z8lzgxyy8MY5BZWDb5yZYCzZuRy7mgvvz59Mr876yC+f+x4ANbsrQr/zWIS4DtPQHwG7P8KXr7OTBmLiIgMcgpyRUQOcCnxTt7/0QJeueEI7LYIDz3qhJXJrawLX7lysT+TmzmIypU7MyU3GYAdpXVUN0Rgr23qCDj/UbA5YM2LsPSO8N9DREQkyhTkiogILqedGEf//C8hNc5cV1RRf2CXK3cmLSGGPP8u4fX7qyNzk5GHwWl/NR+//wfYujgy9xEREYkSBbkiItKvwt2TW9fkDkwjHmzlyp2Zkmdmc9fsqYzcTWZfCgdfYj5++QZoiEB5tIiISJQoyBURkX6VGh/eTK41WdnltJEUO/iXCEzJSwFg7b4IB54n/dEsX67cCW//MrL3EhERiSAFuSIi0q9S48Lbk9u6VNkwot9jHG5WX25Ehk+1FpsEZ91rPv7iEdj0bmTvJyIiEiEKckVEpF8FypXDlcmt9k9WHuRDpyxT/eXKmwpraHJ7I3uz0UfCvGvMx698H+orIns/ERGRCFCQKyIi/coKcstrw5TJ9ZcrD4V+XIDhaXEkuxw0ebxsLqqJ/A2P+w2kj4XqvfDWzyJ/PxERkTBTkCsiIv0qxT9duarBjcfb9z2tQ2WyssUwjMDwqYj35QLExMPZ94Fhgy+fhPVvRP6eIiIiYaQgV0RE+pWVyQWoCkPJcqBceYhkcgGm5JrDp9bsjeCE5dZGzINDbzAfv/FjaKqLzn1FRETCQEGuiIj0K6fdRqJ/CnI4+nKLh1gmF1rWCK2N9PCp1hbcCikjoGo3fHhn9O4rIiLSRwpyRUSk36XEWbty+96XG+jJHSKDp6Bl+NTafVX4fH0v6Q5KTLy5Vgjgo39A2dbo3FdERKSPFOSKiEi/C+eE5aFYrjwuK5EYu43qBje7y+ujd+PJZ8CYY8DTBG/9PHr3FRER6QMFuSIi0u8CQW4fM7lNbi/ldWagPJTKlZ12GxNyEoEo9uUCGAac8hewOWDjm7BxYfTuLSIi0ksKckVEpN+l+icsV9T1LZNbXGOWKjvtBmmtBloNBVNyO+/LdXu8bC+pjdyNMyfA/GvNx2/9DNyNkbuXiIhIGCjIFRGRfteSye1bkFtUZZYqZybGYhhGn881kFhB7ppWQa7X6+PK/y1nwR2L+HhzSeRuftRPIDHH7Mv95O7I3UdERCQMFOSKiEi/s4Lcyj725Fo7cjOTh06psmVqvrlGqPWu3P98tI1FG4oB+GRraeRu7kqGE28zHy+5A2ojGFCLiIj0kYJcERHpdy3lyn3ryS2qHnqTlS2TcpIA2FfZQFltE+v2VfGXtzYE3r+xsDqyB5j2LcidAc118MX/InsvERGRPlCQKyIi/S4lTNOVrXLloRjkJrmcjBoWD8AXO8q56amVNHm85KfGAbCpsCayBzAMmHeN+Xj5f8Djjuz9REREeklBroiI9LvUuHD15FqZ3KFXrgwwxb8v9+cvrmZjYQ0ZibHc/93ZAGwvraXR7YnsAaZ+A+LSoXIXbHwrsvcSERHpJQW5IiLS79ISwlWuPPR25LY2Nc/sy7XKsu/41nSm5CaT5HLg9cHW4ghOWQZwumD2JebjZfdH9l4iIiK9pCBXRET6XSCTG6bBU0OxXBlaJiwDXHrYKBZMzMIwDCZkm/26Ee/LBZhzBRg22LYYijf0/HwREZEoU5ArIiL9LqXVdGWv19fr67QEuUOzXPngkWlkJMYyoyCVn50yKfD2CdmJQBT6cgFSC2DiqebjZQ9E/n4ig0Sj28N76wqpaVS/ukh/U5ArIiL9LsWfyfX5oLqhdz8gerw+Smv8Qe4QLVdOiXPyya3H8vw1h+Jy2gNvH59lZnI3FUUhkwsw9yrzv18+CQ1V3T9X5ADx7PLdXPHIcs7/9yd9XocmIn2jIFdERPpdrMNOfIwZtFXU964vt7SmEa/PHAI8zN/jOxQ57TYc9rb/+x4fzUwuwOijIGMiNNXAl09F554iUfToJ9u5/okvaGgOfpjb5iLz79+avVVc/t/PqWtSRlekvyjIFRGRAaGvE5atUuWMxNgOQeBQZ/Xkbi+tDemH8l4zDJj7PfPxsvvNFLzIELG3op7fvbqW17/ax5KNxUF/XLG/kgRgxY5yrn50ReQnnotIpw6snwJERGTASo03s6/lvZywHJisPESHTnUnKymW5GhNWLbM+DbEJEHpJtj6QXTuKRIFDyzdits/G2DD/uBbAIr9L7Rddvgo4mPsLN1UwvefWInb443IOUWkawpyRURkQEhtNXyqN1p25B54QW7rCctR68uNTYKZF5iPP70vOvcUibCy2iaeWrYr8Pv1IQS5Jf4g96SpOTzw3TnEOGy8vbaQW19YHfZzikj3FOSKiMiAYAW5fS1XHqqTlXsS9b5cgPnXAAZsehuK1kXvviIR8r9Pd1Lf7AnMCFi/P/jBalYmNzMplsPHZXDvBQdjM+DZFbvZW1EfkfOKSOcU5IqIyICQEmeWK/c+yPWXKw/Ryco9sSYsR2VXriV9DEw+w3z88T+jd1+RCGjwwKOf7gTgJydNBGBbSXB97vVNHqr9q4My/dUkx0/JZmKOudv6q92VkTiyiHRBQa6IiAwIgUxuJ9OVP9hQxKtf7u324w/kcmVoGT5lTXiNmsNvMv/71TNQ1f3XSGQg+7jQoKrBzZjMBC4+dBRp8U68vuD+TllZXJfTRlKsI/D26fkpAKzeUxGRM4tI5xTkiojIgJBm9eS2y+Q2ub1c+9gKbnxqJYVVDV1+fFGgVPDALFee4C9XjtqEZcvwOTDiMPA2w2f/jt59RcKosdnDB3vNH4uvOXosdpvBxBzzhaNg+nKLa8x/mzKTYjEMI/D2acOtIFf7pEWiSUGuiIgMCKlxnU9X3lFaS0OzF58P1u7t+gdFK5NyoJYrZ/bHhGXLYd83/7v8YWiMYrm0SJi8sGovVc0GOcmxnD0zH4BJ/lLj9ft6DlAD/biJbf/9mW4Fubsr8GnVlkjUKMgVEZEBISVQrtw2k7uluKVUsKuMis/nawlyD9By5X6ZsGyZcDJkTIDGSljxSHTvLdJHbo+XB5ZuB+CKI0YR4zB/PJ7kz+RuCKLPvfXQqdYm5iThtBuU1zWzu1zDp0SiRUGuiIgMCKlxnZcrt+6H29DFpNOSmiaa/Lso2/+QeSAZbwW50ZywDGCzwaE3mI8/vQ88vRseJtIflm0rY1d5PQkOH+fNzg+8PZRy5aIugtxYhz2QEV69R8OnRKJFQa6IiAwIqfH+6codMrktpbdd/bC51l9OOCYjgViHPUInHPisvtyoTli2TD8fErKgajeseTH69xfppeIaM0DNi/cRH9MyNGpCdhKGYWZpS/3P6fIa3awws/pyNWFZJHoU5IqIyIDQsie3Ca+3pXetdbnyluIamtzeDh+7encFAAf5J5keqFrKlaOcyQVwumDeVebjpXdCU5T7gkV6qbrBXP3javf6WEKsgxHp8QBs6CGb21W5MsA0TVgWiToFuSIiMiCk+MuVvT6oaTJ/6PT5fGxpFbA1e3xsLekYwFkZEmvIy4FqfJaZyd0R7QnLljlXQGwKFK+DR78BDcpcycBX499vG+fo+D6rL3ddT0FuTeeDp6AlyP1qd6WGT4lEiYJcEREZEFxOO3FOM5Vi9eXur2qgtsmDw2YwoyAV6DyjYvW6TTvAM7mZSbGkxDn7Z8IyQHw6XPQ8uFJg16fwyBlQWxr9c4iEoKaLTC7ARH8/bVfzACzWnu7OMrkTspOIcdiobnCzo7Suj6cVkWAoyBURkQHDKlm21ghZQ6dGDIvnoDz/Oo92QW5RdQP7KhswDJh6gAe55oRlM5sb9QnLloJD4JLXID4D9n0J/z0Vqvf3z1lEglDdYL6o1lmQG5iw3E0m1+v1UVLT9QqzGIeNybnmv19fafiUSFQoyBURkQHDKlmu8GdyrVLlsZmJTMrtfGfl1/4fGsdmJpIY20m94QHGmrDcL8OnLLnT4bI3ISkPitfDf06Gip39dx6RblQ3WpncjqXErdcIebydlxpX1Dfj9r9vWELn092n57fsyxWRyFOQKyIiA0Zqu1251mTlcVmJXWZUAv24B3gW12L15W6M9hqh9jInwOVvQupIKN9mBrolm/v3TCKdCJQrd/Ia2chhCbicNhqavews67zU2Bo6lRbvDOzYbc+asKw1QiLRoSBXREQGjNQ4c41QZbty5bGZiYHJwXsrG9rs0l3tD3KnHeBDpyzWn9OW/piw3F7aKLj8LciYAFV74OFTYP/X/X0qkTZqGrvuybXbDMZn+ffl7uu8L7e7ycoWayje13uq2kyPF5HIUJArIiIDRlpCu3LlYivITSAlzkl+ahxglg6COX3Z6nE70CcrW0ZnJACwq7wOt6fjuqWoS84zS5dzpkFtEfz3NNi9or9PJRLQ1Qohi1VF0tWe7qLqBqD7IHdcZiIup42aRjfbSrVeSyTSFOSKiMiAkeLP5FbUN1PV0EyRP0My1l+COzFQsmxmVAqrGimubsRmwJRcBbkAOckuYhw2mj0+9lY09PdxTAkZ5jCq4XOhoQL+dyZs/7C/TyUCtM7kdp5hndjD8Ckrk5uV5OryHg67jal5Vl+uSpZFIk1BroiIDBitpytb5bZZSbEku8y3t99ZafW3TchOIi6mizTMAcZmMxiZHg/A9oGUMYpLhYtfhNFHQVMNPH4e7Pq8v08l0mMm15qMvL6LNULBlCtD2325IhJZCnJFRGTASPVPV66sa24zdMrSPqNiTSo90PfjtjfKX7K8YyAFuQCxiXDBszD2WGiuhce/CYVr+vtUcoCraex6hRC0/Luzo6yOuiZ3h/cX+9cHZSZ2H+RODwyfqujlSUUkWApyRURkwGg9Xbn10CnLpBwzo7Jhf7X6cbsxapiZyd1W0vk02H7ldMH5j0HBPGiohEfPgdIt/X0qOUA1e7w0NJu9610FuRmJsWQkxuDzwaZOppYHm8ltPXyqq3VEAI1uD6t3V9LkHgA99SKDlIJcEREZMFLj/T25dU1thk5ZxmQm4LQb1DS62V1e32qycmrUzzqQjRw2QDO5lpgEuOBpyD4Iagrh0bOham9/n0oOQNb6IOg6yIWWF9g6K1kuCjLIHZ2RSEKMnfpmT+Dft8787tW1nHH3hxzyx3e59YWv+GRLqSYyi4RIQa6IiAwYVia3sr458EPgOP/6DgCn3RbI7H6woYjS2iYcNiPQqysma8LygOrJbS8uDS56AdLHQMVOM6Nbubu/TyUHGGvoVJzThr2bn4ondjNhuWXwVPdBrt1mMLWHvtzy2iaeW2H+Paisb+bJZbv4zgOfctj/vc8zy3d1/8mISICCXBERGTCsPbnldc3sKDVLbcdmJbR5jjUExvqBb0J2Ei6nhk61NtJfrryrrL7bssh+l5QNF78ESXlQvB7uPRRWPga+AXxmGVKsoVOJsY5un2f9u7NmT9tMbqPbQ2W92dPbUyYXYNaIVABe+6rzyoXnv9hNk9vLlNxknrhyHufPKSDJ5WB/VQO3L9zQ4/VFxKQgV0REBgwrk+vx+vB4fSTE2MlJbruWw8qofO3/YVP9uB3lpsQRY7fR5PGyt6K+v4/TvbSRcNnrMPwQaKyCl6+HJ85T+bJERXWDGaD2FOTOLPBnYPdUtNk/XVLTBIDTbpDiH5zXne8cMgKbAYs2FLNmb9tsrs/n44nPdgJw4fwRHDYugz+fO533bjnaf69GmgfC7muRQUBBroiIDBgup51YR8v/msZmJWIYRpvnTGxXmjxNQW4HdptBQXocQCAjPqClj4HLF8IJvwd7LGx6G+6dD6/dAu/dBh/dBSv+C1sXK8srYWWVKye6ug9yx2QkkuRy0NDsbVOyHBg6lRjb4d+qzozKSOC06XkA3Leo7cC1T7aWsrWkloQYO2fNzA+8PSMxFqfdwOdr6f8Vke4pyBURkQHFyuZC28nKlsn+ATCW6fmpkT7SoGT15W4byH25rdnscPhNcPUSyDvYnLy8/CFYege88yt49Sb435nwwvegaRAE7jIoWEFuUg+ZXJvNYGZBKgArd1UE3l5U1QBAZruKk+5ce/RYAN5YvY/tJS1/Px/3Z3HPnpXfJrNssxlkJZnX31/ZEPR9RA5kCnJFRGRASfNPWIa2O3It2cmxgbLAGLuNCTkdnyOtJiyXDJIg15I1Ca54B87+Fxz1Y5h7NUz/Now/CQw7rH4WHjoByrb190llCLB6chN6CHIBZo1IA2DlzvLA24LdkdvalLxkjpmYidcH/15iZnOLqxtZ+PV+AC6cN7LDx+SkmEFuYZWCXJFg9Pw3WkREJIpa97W1Xh9kMQxzmvJn28qYlJtErENDpzpj7crdPhjKlduzO2Dmd9q8aU9FPXtWvcshn/8Ao/BruP9o+OZ/YPzx/XRIGQoCg6d6KFeGlqFRq3ZWBN4W7I7c9q47ZhwfbCjm+RV7uPn4CTz/xW7cXh+zRqQyJS+5w/Ot2QTK5IoER5lcEREZUFqXK3eWyQUCPwTO0H7cLo0aDGuEQvDjZ7/kvLdsrDz5JcifY5YzP34ufHx3fx9NBrGaxuAGTwHM9P97s7WklvJac+BUb4PcQ0alc8ioNJo8Xu5fsjUwcOqCuSM6fX52sjK5IqFQkCsiIgOKtUbIbjMYkd4xkwtw7YKxXHXUGL5/3LhoHm1QGeUvV95ZWjew1wgFwefzsXqPOYl2TW0SXPYGzL4U8MHbv4Clf+3X88ngVdMQXE8uQFpCDGP8Lx6t2l0BtAyCCjXIBTObC/Cfj7axu7yeZJeD0/1DqdrLSTGvv19BrkhQFOSKiMiAYmVyR6bHE+Po/H9TWUkufn7q5MAwFukoN8WF027Q5PEG9YNxRV0Tu8oGZmlzcU1joKx0T3k9OGLhjH/AMb80n/De72HxX/rxhDJYVQemKwfX9jDTX7K80l+ybGVys3oR5C6YkMmU3OTAwPBvzh5OXEzn58hWubJISBTkiojIgJKWYGZyx3ZRqizBcdhtFKT7+3KDGD515SPLOf7OxewYgOXNm4tqAo/b7P09+sdw3K/Nxx/8ET74k1YMSUgCPblBZHKh4/Cp3pYrgzlf4NoFYwO/v3Be56XKoHJlkVApyBURkQHltGm5HD85myuPGN3fRxn0rJLlnvpyG5o9rNhZTqPby5JNJdE4Wki2FLecv02QC3DkD839ugCL/88MdhXoSpBqQg1y/WuEvtxVgdfr69V05dZOnZbLJYeO5IcnTGBcVlKXz8sJBLmN+PT9LdIjTVcWEZEBpSA9ngcvmdPfxxgSRvonLO/oYcLy5qKaQFy4fHsZF8/vuMKkP23pKpNrOfwmc73Q27+AJbeD1w3H/QYMI4qnlMEosCfX5SCYYv1JOUm4nDaqGtys2l1Bk9sL9C6TC+bsgd+ddVCPz7NWCNU3e6hqcLeZQi8iHSmTKyIiMkSN9g/J2dZDufKmourA48+3lUX0TL2xpbglyN1f1UCzx9vxSYfdACf/n/n4w7/BO79SRld6ZAW5wWZyHXYb0/NTAVi4xtxrm+xy4HJGdpWZy2kPBLYqWRbpmYJcERGRIWqkv1y5pz7bjYWtMqWVDezpLFvaj1pncr2+bn7In38tnHqH+fjjf8LCXyjQlW5VNwS/Qshi7ct9Z00h0Pssbqi0K1ckeApyRUREhqhRrcqVvd2sEdrUKsiFgZXNrW10s9f/Q326fyjZ3opufsif+z047U7z8af3wJs/VaArXQp18BS0BLlb/RUS0Qpys/0ly1ojJNIzBbkiIiJDVH5qHA6bQaO7+zVCVrnylNxkAJZtHzhB7lb/0KmMxBgm5ZiDefZU9NA9ecgV5oohgGX/hsV/juQRZZBqcntp9PfUJrlCCXLT2vw+M0qrzHKSzWC6UJlckR4pyBURERmi2qwR6qJkub7Jw07/ftwL/CtMlg+gINfqxx2TmUheahzQQybXMvtSOP3v5uOld0LFzsgcUAatWn8/LkBCF/tpO5Od7CIvpSWw7e1k5VAFypWVyRXpkYJcERGRIaynCctbis3JymnxTk4+KAcwe3TLa5uidsbuWDtyx7YKcoPuGZ59KYw8AjyN8P4fInRCGaysUuU4px2HPbQfiVtnc7OSo1uurMFTIj1TkCsiIjKE9bQr1ypVHp+dREZiLGMyzeev2FEenQP2wMrkjstKZHggkxtkkGsYcOJt5uOvnoa9KyNxRBmkqhv9Q6dCKFW2WH25oEyuyECkIFdERGQIs4ZPbe9ijZA1WXlCdiIAc0elA/D5AClZbsnkJrRkcstDmP6cfzBMO898/LbWCkmLmoaWHbmhahPkRmvwVGC6cmNU7icymCnIFRERGcJGZlhrhDovV95U6M/kZplDneYMoCDX7fEGMtDjshLJSzV/yN9bUY8vlGD1uF+BPRa2L4WNCyNxVBmErB25SSFMVrZMzUvBaTeA6JUr5/jLlUtrGzvfFS0iAb0Kcr/88ksOPvhgPvzww8DbduzYwTe/+U2Sk5MZNmwY3/jGN9ixY0fYDioiIiKhG92qXLmzwNDK5I5vl8ldvaeShmZPlE7ZuV3l9TR7fLicNvJS4gKZ3NomD1X17h4+upXUETD/GvPxO78GTwgfK0OWFeT2plzZ5bTz05Mn8Z25BUzwv0AUaenxMTjtBj4fFFcrmyvSnZCC3C+++ILzzjuPQw89lJUr2/a1/PSnP2XMmDEsWrSI5557ju3bt3PGGWfg9eqVJhERkf6SnxaH3WbQ0OylsKrtD8b1TR52lZsZ3gnZ5g/qBelxZCXF0uzxsWpXRbSP24ZVqjwmIxGbzcDltJORaO7K3d3TGqH2jrgF4tKhZAOsfDTcR5VBqKoXO3Jbu/LIMfzpG9Ox2YxwHqtLNptBVpL6ckWCEVKQ+8ILLxAbG8trr73W4X233347t99+OwcffDDHHHMMd999N6tXr2bTpk1hO6yIiIiExmm3MTzNzIBaQaPFmqycnhBDhn94jmEYHDLaX7K8rX9LllsPnbKEtEaotbhUOPqn5uMP/gg1xeE4ogxiLT25zn4+SfCytStXJCghvXR12223YRgG27dv7/C+goKCNr93ucxXmjyerkudGhsbaWxseVW5qqoKgObm5sAv6/cy+OjrN3jpaze46es3eEXqazdreAo7SutY+PVe5o1KCbx93d4KwBzq1PqeswtSeP2rfXy2rZRrmkeF9Syh2FRo/lwwalhc4Hw5ybF8BewqraG5OT20C868GMfnD2KUbsL79EV4LnwB7DFhOav+3g0+VXXmz6DxTtug+fpl+Ydc7SmvHfBnjZbB8rWTzrX/+oXr62j4QprcYNq+fTujR49m6dKlHHHEEZ0+59prr+W1115j27ZtOBydx9K//e1v+d3vftfh7U888QTx8fGhHktEREQ6sa7c4F/r7SQ6fPx+tgdrJeirO2y8u9fG4dlezhvT0l60uxZu/8pBrM3Hn+Z6sEenGrODv622s73G4NLxHmZlmD+uvLDdxuJ9No7N83LWyNBbohIb9nDUht/j9NazfdgxfFlwqblqSA44z22zsXS/jRPzvZw2YnC0172wzcbi/TaOy/NyZi++/0UGurq6Oi644AIqKytJTk7u9XV614TQDZ/Px+9//3vuv/9+XnrppS4DXIBbb72VW265JfD7qqoqCgoKOPHEE0lOTqa5uZl33nmHE044Aadz8JSSiElfv8FLX7vBTV+/wStSX7sTPV6evX0JpbVNJE84hKMnZALw8mMrgWKOP2QKp84bEXi+x+vjvg0fUNPoZsysI5ia1/sfNHrL5/Pxq5UfAG7OPfEIJuaYPcOFH+9g8b4NuNJzOfXUGb26trF5FL6nL2BU6QcUzDkF75zL+3xe/b0bfD54bjXs38fMgyZywrzhg+Lrt+fDbSzev4mEjHxOPXVafx9nQNDfvcGt/dfPquztq7AGuRUVFVxyySV88MEHvPTSS5xxxhndPj82NpbY2I5j151OZ5tv0va/l8FFX7/BS1+7wU1fv8Er3F87pxPOmJHHfz/ezmurCzl+ah4Am4vN9TyTclPb/n8XmD0yjcUbi1m5u4qZI4eF7SzBKq5upKrBjc2AcTkpOJ12AEb4p0Xvq2rs/Z/R5FPh+N/Cu7/B/vat2LMnwZijw3Ju/b0bPGqbzUxoarwr8DUb6F+//DTz+7+opg/f/0PUQP/aSfesr1+4voZh25NbXFzM4Ycfzt69e1m5cmWPAa6IiIhEz5kzzcD27bWF1DW5201WTuzw/Ln+4VPL+mn4lDUkqyA9Hpc/wIXWg6fq+3aDw2+CaeeBzwPPXgJlW/t2PRl0rMFTvVkh1F+yk82ZN+0npYtIW2ELcq+99lpSUlJYunQpY8eODddlRUREJAxmFaQyclg8dU0e3llb2Gay8rDEjlVV88eYQe6nW0vxekMe39Fn1mTlsZltA3AryC2qbqTJ3YeeRMOAM++CvFlQXw6PngNV+3p/PRl0rD25Sb1cIdQfcvxB7v7Khk73XouIKSxBbl1dHS+//DLnnXceu3fvZvPmzYFfpaWl4biFiIiI9IFhGJw1w8zmvrxqLxsLqwEYn9UxiwswfXgq8TF2yuuaWb+/OmrntFiZ3LGZCW3ePiwhhliHDZ/P/EG/T5xx8O0nIW0UlG+HR8+GWv3ccqCobjCnuA6mTG5Oihnk1jd7Ant+RaSjsAS5JSUluN1ufvCDHzB+/Pg2v/70pz+F4xYiIiLSR2fOzAdgycZiPttqliFPyE7q9LlOuy1QsvzxlpLoHLCVznbkghms5/uzuXv6WrIMkJwL330ZkvKgeD08dg40VPb9ujLgBTK5gyjIdTntpMSZPYuFVdqVK9KVXgW5o0aNwufzBdYHjRgxAp/P1+mvO+64I6wHFhERkd4Zl5XIQfnJuL0+nv9iN9B5P67lsLHmwKlPtkQ/u7nVPxSrfbkyhLEv15I2ygx04zNg35fw+HnQVBuea8uAVW315A6icmVoKVlWkCvStbD15IqIiMjAd7Y/m+v299mOy+o8kwtw2NgMAD7bVobbE72dnLWN7kCWtvMg1/whPyyZXEvmBLj4RXClwK5P4emLwas9pENVk9tLo7+nOyl2cE3kzU5p6csVkc4pyBURETmAnDEjD8No+X13mdwpucmkxDmpaXSzek/0SnitUuVhCTGkJcR0eH9+ajwQxkyuJXc6XPg8OONhy3uw7P7wXl8GDKtUGSAh1t7NMweenGRzUJwyuSJdU5ArIiJyAMlOdgXKkId1MVnZYrMZHDrGfO7HvSxZ3lFay1/eWs/2kuDLf617TR+e0un7I5LJtRQcAifeZj5+73daLTREWeuD4mPsOOyD68fhwIRlBbkiXRpcf6tFRESkz7558HCg6yCytcPG9a0v999LtnLvoi2cetdSnlq2M6i1J4s2FAGwYGJWp+8P6+Cpzsy+HEYdCc118MqNKlsegqob/ZOVB1k/LrQuV9auXJGuKMgVERE5wJwzK597LjiYP5wzrcfnWlnfz7eX0ej2hHyvQn/fYF2Th5+9sJqrH11BWW1Tl8+vbmhm+fZyABZMzOz0OflpLYOnIrIr1GaDM/9pli1vXwrLHwr/PaRfWZncwbQ+yJKdpMFTIj1RkCsiInKAMQyD06bnBjKi3RmbmUhmUiyNbi8rd1aEfK8Sf0B7/ORsnHaDt9cWctLfl3S5lujjLaW4vT5GZyQwclhCp8+xdoU2NHspr2sO+UxBSR8Nx//WfPzOb6B8R2TuI/3CmqycNAgzudb3v8qVRbqmIFdERES6ZBhGIJvbm77cslqzpPLaBWN46frDGZ+VSHF1I1f/bwW1rYb/WBZtKAbg6AmdZ3EBYh12MpPMXuKwD59q7ZDvwYjDoLkWXr0RIpE1ln7RsiN3cE1WBrOvHqCkppHmKE49FxlMFOSKiIhItwJB7ubOs6/dKa0xM7nDEmKZmpfCq98/glHD4qludPPKl3vbPNfn87Fkoz/I7aJU2WLtyt1dHsEg12aDs+4Ghwu2LoKVj0buXhJV1Y2DbEdufQUUb4DSLQxr3keBvYw4XwPF1erLFemMglwRERHplrUvd9Wuik6zr11paPZQ12T28aYnmquAXE47F8wbAcATn+1s8/zNRTXsqagn1mELTHXuyvDUlr7ciBo2Fo79pfn4nd9AXVlk7ydRMah6cr9+Af46Ee6ZC/88GNtdM1jqvIFVsd+DxX8GT4RK9kUGMQW5IiIi0q2C9HiGp8Xh9vr4fHvwQV6pvx/XaTfa9D6eO7uAGLuN1Xsq+Wp3ReDtVqnyvDHDcDm7311qrRGKeJALMO8ayJoC9WXw3u8jfz+JuOqGQTJd+ZN74LnLwN0AscnmL2c8zTiIMTzkrfwbPHQilGzq75OKDCgKckVERKRHVslyKKuESmvMUsphCbEYhhF4e3pCDKdOywHg8U9bsrmL/aXKC7rpx7XkRXqNUGt2J5x6h/l4xX9hz4rI31MiyurJTR6omVyvF976OSz8ufn7uVfDT7fDrbvgF/u4ZcI73Nh0PY2OJNj7BfzrSPjsfq27EvFTkCsiIiI9skqWQxk+ZWVy0xNiOrzvwvkjAXjly71U1jdT2+hm2TYzS9xTPy7AqAxz8vJXuysjs0aoww0Ph+nfBnzw+g/BG/o6JRk4BnS5srsRnr8cPr3H/P0Jv4dT/gy2luqGgvR4XvEezj8n/g/GHAPuenjzx/DAMbD6OZUwywFPQa6IiIj06FB/JvfrvZVUNQT3A3SZNXQqsWOQO2dkGhOyE6lv9vDSyj18sqWUJo+XgvQ4xmR0vjqotfmjh+Fy2thTUc+avVUhfCZ9cMLvzXLRvSvhi0eic0+JiJbBUwNsunJzPTz5bVjzItic8I0H4fCboFUlBJhBLsCamkS46AWz0sAZD/tWwfNXwD9mwEf/MAdWiRyAFOSKiIhIj7KTXWQkxuDzwe6y4EqES2utcuWOQa5hGFwwt2UA1aKNRQAsmJDVprS5K3Ex9sCaobfX7A/qPH2WlN0yhOrd30Ft6NOmZWAI9OQOpExucwM8dSFsed8MWC98FqZ/q9OnFqSZQe6u8npzCvjc78HNq+GYX0BCJlTtgXd+DXdOgVduhH1fRvMzEel3CnJFREQkKFlJ5rCnwqqGoJ7fUq4c2+n7zzl4OC6njQ2F1Ty/Yg/Q/X7c9k6aavb1vr22MOiP6bM5V0D2NGiogHd/E737Sli17MkdIEFucwM8fSFsea8lwB17TJdPL0i3VmjVtZTrJ2TA0T+Bm7+Gs+4xh6U115pVB/8+Ch44Fr541LyXyBCnIFdERESCkpNiBrn7gw1yuylXBkiJc3LmjDwA6ps9xNhtHDau+9VBrR07KQu7zWD9/mp2lNYG/XF9YnfAaX81H698DLYtjc59JaysntykgTBd2d0Iz1wMm981A9wLnoFRR3T7IXmpcdgMaGj2UlzTbleu0wWzLoJrP4ZL34CDzjVLn/esgFdugP+cCFX7IvgJifQ/BbkiIiISlOxkf5BbGVyQW+bP5HZWrmy5cN7IwOO5o9OJjwk+6EiNj2H+mHQAFkarZBlgxDyYc7n5+NUboakueveWsLAyuf1ertxUB09fDJveBkccXPA0jD6yxw9z2m3kppjZ3F1dtQ8Yhjkw7dyH4JZ1cPzvIH6YWbr84PFQuCacn4nIgKIgV0RERIKSk9zbcuWug9zpw1M4KD8ZgAVBTFVuzypZXrgmiiXLYAYMyflQthUW/Sm695Y+q7KmK/dnJremCB45HTYtbBXgHhX0hw9PaylZ7lFiJhxxM1z5HmRMgKrd8NBJZvZYZAhSkCsiIiJByUkxe2uDL1f2D55K7LwnF8wBVH8/fya3nDCBi+aP7PJ5XTlhSjYAX+wsp6g6ir2GrmQ47U7z8Sd3Y+xdGb17S580uj00uc19skmufpquXLwBHjzOLCGOS4OLX4QxR4d0CWvC8q6yECoJ0kfDFW/DqCOhqRoePw+W/yek+4oMBgpyRUREJCiRKFcGGJeVxI3HjcfltHf7vM7kpsQxY3gKPh+8u7Yo5I/vk4knm/2OPi/212/C8Lqje3/pldrGlh3H/ZLJ3bYUHjoBKnZC2mgzuzry0JAvE5iwHOS084C4NHPt0IwLwOeB134Ab/wEPPr+laFDQa6IiIgExRo8FUy5cn2Th7omM5hI72LwVLicGChZjmJfruWUP0NcOkbRWsYXvR79+0vIrKFT8TF27Lae11WF1bpX4dFzoKEShs+FK9+FYWN7dSlrwvKuYMqV23PEwNn3tqzEWvZveOwcqCvr1VlEBhoFuSIiIhIUqye3vK6ZhmZPt8+1duTG2G0Rn2B70lSzZPnjLSVU+fefRk1CBpzyFwAm7H8ZSjZF9/4SsupG/47caGdxdy2D568EbzNMOQsuecX8/umlQLlyb4JcMAdTHfVjOP9xiEmEbUvggWOgcG2vzyQyUCjIFRERkaCkxDmJdZg/OhRVNXb73LJWQ6cMI7LZsnFZSYzJTKDZ4+OD9VEuWQaYdi7escdj97mxL/pj9O8vIalu6IcduaVb4Mlvg7sBJpwC5z4Mzrg+XdIqV95b0YDb4+39hSafDle8A6kjoXy7WUq9dXGfzibS3xTkioiISFAMw2gpWe5hyFNPO3LDzZqy/PbaKE9ZBjAMPMf9Fh8Gtg2vgYZQDWhWuXJitIZO1ZXB49+CulLInWmu9LGF3n/eXlZSLDEOGx6vj31B9sl3KXsKXLXIP5Cqxsw4q3RZBjEFuSIiIhK0YIdPBbM+KJysIHfR+iIq66NcsgyQOYndaf7hQe8rmzuQWTtyI11GD0BzAzx1AZRtgZQCc01QTEJYLm2zGQxPtXblhmFXc3w6XPicuWKotgje+FHfrynSTxTkioiISNCC3ZVb5u/J7WmycrhMz08hPzWO2iYPp/5jKcu2RT8LtSH3HHyGHTa/Azs/jfr9JTjVjVHakevzwSs3wM5PIDYFLnwWknLCeovhfe3Lbc/pgrP/BYYNvn4e1rwUnuuKRJmCXBEREQmaVa7cYyY3UK7c9Y7ccLLZDO676GAK0uPYU1HP+fd/wl/eWh/YhxoNtbHZ+GZcYP7mvdvMIEcGnGr/cLKI9+RuehtWPws2B5z/KGRNDvstRlgTlkNdI9Sd4bPhiB+Yj1+/BWqKw3dtkShRkCsiIiJBy0oyg9b9PWRyo12uDDB9eCpv3Hgk584ejs8H9y7awjfv+5g9FWEMAHrgOfJHYI+BHR/C1kVRu68Er6UnN4JBrrsJ3rrVfHzo9TDm6IjcJrArN1yZXMvRP4WsqWYf8Ws36wUbGXQU5IqIiEjQgt2Va01Xjla5siXJ5eSOb83g3gsPJiXOyeo9lfztnY3RO0ByPsy53Hz8vrK5A1FUenKX/dvsw03IgiMj19saWCMUjp7c1hyxcM6/zCz0+tdg9XPhvb5IhCnIFRERkaBZPbk9ZnJr/D25USpXbu/UabncdvZBAOworY3uzY+4BZzxsGcFbHwruveWHkU8k1tTBIvN3ckc/xtwJUfmPrTO5EagWiF3Ohz1E/PxGz801yCJDBIKckVERCRo2YHBU434uslS9ke5cntWQF5c3f1O37BLyoa5V5mP3/mNOWFXBoyqwJ7cCK0Qev82aKwy1wVZPdoRUuDvyS2ubqSh2RP+Gxx5C+TPgYZKc89vfUX47yESAQpyRUREJGhWkNvk9lJe1/WqHmvwVEaU9uR2JtPfPxz1IBfg8JsgIRNKNsAHWik0kBT7dzxHZPDU3lXwxaPm41P+ArbI/qidEucMlF3vDndfLoDdCd9+3CzDL9kIz10OHnf47yMSZgpyRUREJGgxDlugz7arCcv1TR7q/Vml/szkWkFubZOH2sYo/2Aenw5n/MN8/PE/YcfH0b2/dGpPRT1f7q7EMODgEWnhvbjPB2/9DPDBtG/BiHnhvX4nDMNoWSMUzgnLrSXlwHeeNEvwt7wHb/8yMvcRCSMFuSIiIhKS7B525Zb6d+TG2G2R30XajYQYO3FOO9BP2dxJp8HMiwAfvHgNNFZH/wzSxqtf7gVg7qh08lLjwnvxtS+ZO3Gd8XD878J77W4UpPnXCLXL5NY3eVi1q4KVO8sDv77eU4nb04u1Wrkz4Jx/m48/uw+WP9zXY4tEVP/9n0dEREQGpZwUF2v3VXU5fKplR24MhmFE82htGIZBVnIsO0rrKK5pZFRGQvQPcfKfYNsSqNhhZsCs7K70i5dW7gHg7Fn54b2w1wMf/Ml8fNiNkBLm63ejswnLPp+PS/6zjGXbyzo8/+L5IwND2UIy5Uw49pfw/h/gjR9BxgQYdXivzy0SScrkioiISEh6yuSWDYChU5bMxH7sywVzsu7Z95qPV/wXNr7dP+c4QGzYX82f31pPRV1Tp+9bv78ap93g1INyw3vjNS+a/deuFDj0uvBeuweBTG6rcuWPt5SybHsZDptBQXocBelxZCebfxc+2lLS+5sd+SOzFNvrhhevNgdSiQxACnJFREQkJDk9lisPoCDX35db1MPKo4gafSTM9wc+r9wAtaX9d5Yh7p4PNnPfoi387tW1Hd730iozi7tgYhYp8WGcrOz1wOI/m48PvcEMdKMokMltVa58zwebAbho/kiW/uRYlv7kWF694QgAtpfU9n4Ss2HA6X+HtFFQuQve+nlfji4SMQpyRUREJCQ5KWbg2NXgKWtHbkY/7chtLTBhuaafMrmW434NGROhphCev9wMjCTsrH7wF1fuYdWuisDbvV4fr6wy+3HPnhnmUuI1L5qTh12pMO/q8F47CO3LlVftquDjLaU4bAbfO2pM4HmZSbGkxTvx+mBzUU3vbxibCGffBxiw6jHY8GZfji8SEQpyRUREJCRWufL+qs4DR5Urd8IZB9/6rzmUaOsic5eqhF1VfcsU7T+8tjawy3n5jnL2VNSTGOvguMlZ4bthP2dxAYb7y5WrGtxU1jdzrz+Le9bMfPJbDdcyDINJOckArNtX1bebjjwMDrvBfPzKjapOkAFHQa6IiIiEJCel+3LlklaDp/pbVvIACXIBsqfAWXebjz/8G6x9pX/PMwRVNbTsbl6+o5zXV+8DWkqVTz4oB5d/4nZYfP1Cv2ZxAeJjHIF91Is2FPH22kIMA65dMKbDcyfmJAFmf3KfHfNLyJwMtUXw+g/MFUoiA4SCXBEREQlJdpIZ5JbVNtHo7lh2W+YvGR02EDK5A6Vc2XLQN82MH8BL10Lxxv49zxBT3WBmck+bbg6W+tMb66luaOYNf7Ab1lLl1lncw24wh4z1k+FpZsnyH19fB8CJU7IZl5XU4XmTc823rQ9HkOt0wTn/ApsD1r4Mq5/r+zVFwkRBroiIiIQkNd5JjMP8EaKok5LllnLlAdCTm2gG5J2ds98c/zsYdSQ01cDTF0JDH0tHBTDX5lTVm5ncH504kdwUF3sq6vne/5ZTUddMZlIsh44dFr4bfv0ClG4ys7hz+yeLa7H6cov8FQvXLRjX6fMm+suVwxLkAuTNhKN+Yj5+40cqW5YBQ0GuiIiIhMQwjMCE5c525Q6kcmUrk1ta24THO0DKKe0OOPdhSMozS11fvam/TzQk1Dd7cPu/xtnJsfz05EkAfLrV3BV7xvQ87LYw7W2uK2vpq+7nLC60rBECOGJcBjMKUjt93oTsRAwDSmoaKQlXdcORt0D2NGiogA/+EJ5rivSRglwREREJWSDI7WTCspXJHQjlysMSYzAM8Hh9lHeyO7XfJGbC+Y+CYYc1L6g/NwysoVN2m0Gc086ZM/LaBHtnz8oLz43cTfDMd6FiByQP7/csLrRkcgGuWzC2y+fFxzgY6X9uWPpyAexOOMVftr38Ydj3ZXiuK9IHCnJFREQkZNldDJ+qa3JT79/BORCmKzvtNtLjzXMMiOFTrQ2fA0fcbD5+/YdmdlB6zRo6lexyYBgGNpvBr0+fgsNmMDUvmWn5YZh87PPB67fA9qUQkwgXPN3vWVyAmQWpGAbMG53eY0m2NXwqbCXLAKMON/vN8cEbP9EQKul3CnJFREQkZDnJne/KLfWXKsc4bCTGOqJ+rs5YJctFAy3IBbOfMWOiOaF24c/7+zSDWrUV5MY5A2+bPTKNd285mseumIdhhKFU+eO7YOWjYNjg3P9AzkF9v2YYTM5N5r1bjuY/lx7S4+cZ6Mvt6xqh9k64zVyRtetTDaGSfqcgV0REREJm7cotbBc4ti5VDktQEQaBCcsDMch1uvxrhQz48knY9E5/n2jQssqVk13ONm8flZFAWjiqCta9Cu/8xnx80v+DCSf1/ZphNCYzkYQgXliabK0RKgxjJhcgJR+O/KH5+J1fQWNNeK8vEgIFuSIiIhKywK7c9plca33QABg6ZclMHMBBLkDBXJh/nfn41Zs0bbmXAuXKcRGoIChaBy9cBfhgzhUw75rw3yNKrHLljYXV4R/GdugNkDYKqvfB0jvCe22RECjIFRERkZB1NV3ZKlceCOuDLJnJAzzIBTj2l5A2Gqr2wDu/7u/TDErW+qCkWGcPzwyRzwdv/Bia62DMAjjlLzBAqhR6Y+SwBFxOGw3NXnaU1ob34k4XnPQn8/En90DJpvBeXyRICnJFREQkZNmtglxfqyEzA2mysiWQyQ1iZYrP5+ON1fv4YH1RpI/VVkw8nPlP8/GKh2H969G9/xBQ1eAvVw53JnfdK+agKYcLzrjLXAE1iNltBhOy/SXL4Rw+ZZl4Cow7HjxN8MwlKluWfqEgV0REREJmBblNbi8Vdc2Bt5cOxCDXGjzVyU7f1oqrG7nikeVc9/gXXP3oCmob3dE4XovRR7aULb9wFRStj+79B7mW6cphzOQ218PbvzQfH3YjpI0M37X70UR/kLsuEkGuYZgv2CRmQ9EaePk6TVuWqFOQKyIiIiGLcdgCgWzrkuVAufJA6slN6jmT+966Qk7++xLe92dwmzxethaHuZQzGCf8HkYdCU018NR3oL4i+mcYpAKDp+LCGOR+fDdU7ITk/JZ1T0PApFxzwvKG/RHq/07Og/P+BzYnrH0ZPvxbZO4j0gUFuSIiItIr2Z305ZZZg6cGUCY3K8k8Z2c9uY1uD794cTVXPLKc0tomJuUkMTYzAYAtxf1QZml3wrf+CykjoGwrPH8leD3RP8cg1HpPblhU7oEP7zQfn/B7iEkIz3UHgEk5ESxXtoyYD6f82Xz83u9h07uRu5dIOwpyRUREpFc6m7DcUq48gAZP+TO51Q1uGprbBoz/+3gHj3+2E4ArjxjNS9cfztzRwwDYXNRPvYQJGfDtx8ARB5vfgfdv659zDDKBwVPhKld+97fmsKmC+XDQN8NzzQHCCnJ3lNVR1xTBsvw5l8PB3wV88PzlULolcvcSaUVBroiIiPRKtn9q8cI1+1m3zyx7HIjlyskuBzEO80ee9tncT7eWAvDjkybyy9On4HLaGZeVCPRTJteSO8O/Pxez1HPhL2D/avU2dqNl8FQYgtydn8HqZwADTvm/QT1NuTPDEmPJSIzF54ONhRH8PjcMOPUOGH4INFTCPfPgoZPg/T/A1kXQVBe5e8sBTUGuiIiI9MqkHLOv74MNxZzyj6Wc9LclFFWbWd2MAZTJNQwjMGG5qF2Q+9WeSgDmj0kPvK1fy5Vbm3auOewI4JO74V9HwN1zzACheGP/nm0Aqg5nufI7vzL/O+siyJvV9+sNQFY2d/2+CO9ldsTCeY9C9kHgbYZdn8KS2+F/Z8Ed42HNi5G9vxyQFOSKiIhIr1w8fyT3XXgwJ03NJsZuY0NhNc0eM9M4kDK50Gr4VKsgt7CqgeLqRmwGTMlNCbx9bKaZyd1WUovb443uQds74fdmj+6k08EeC6WbzQDhnrnw6k1QW9K/5xtAwjZ4au8q2PWZOTTp2F/2/WADVCDIjWRfriU5F675EG5caU5enn4+JOWZA9aevRQ+/qeqFCSsBveiLxEREek3NpvBKdNyOWVaLpX1zSz8ej9vfr2PybnJJMYOrB8xsjqZsPzVbjOLOyE7ibgYe+Dt+alxuJw2Gpq97CqvZ3RGPw4cMgyYeo75q6EKNi6E1c/CpoWw4r/w9YtwzK1wyJXm0KoDWGDwVF+D3OX/Mf875UxIyunjqQauidEYPtWaYUD6GPPXwd81B6q9dSss+7e5pql8hzmoymbv+VoiPVAmV0RERPosJc7JeYcU8PBlc/nJyZP6+zgddJbJXb27AoBp+SltnmuzGYzJ8Pfl9tfwqc64kmH6t+DCZ+CytyBnOjRWwls/M0uZd37a3yfsNw3NHprcZtY9qS/lyg1V5osIYA5NGsIm+9cIrd9fha8/sqg2uxnUnvT/AAM+fwCeuhCa+mF1lww5CnJFRERkyGsJclsmQVv9uNOHp3R4/lj/8KnN/d2X25WRh8JVi+CMf0D8MCheDw+fAh/8P/BEcFruAGVlcQ0DEmN6H+Tavn7WnKicOQlGHh6u4w1I47ISsRlQXtfM1Y+u4I3V+zpMH484w4BDrzdL8u2xsPFNePLbWpslfaYgV0RERIa89plcn8/Han+58rThqR2ePy5zAGZy27PZYfal8P0VMOM74PPC4j+bwW759v4+XVRV+ycrJ8U6sNl6OQnZ58P2xcPm4zmXD7mJyu25nHZOn54HwNtrC7nu8S845A/v8qNnv2RvRX10DzP1bLjkVYhJhG1LzL7zXqppdPPQh9vYVxnlz0EGFAW5IiIiMuRlJZk7fa0gd29lA6W1TThsRmAAT2tjs8w+3AGbyW0tLg3O+Rd88yGITYbdy+C+I2D1c/19sqixduT2pR83vXYjRvF6cMbDjG+H62gD2l3fmcVbNx/JNUePJT81jupGN8+t2M0/398U/cOMmAen/818vOj/zGC3F575fBe3vbaWO9/WBPIDmYJcERERGfLaZ3KtftyJOUm4nB0H3QR25RbV9E+/Ym9MO9ecYFswH5qq4fkr4NP7+vtUURHYkevqfZA7uuQ988FB3wRXxxL2oWpSTjI/O2USS39yDLeeYvbT7yjtp/21088z1zbhg+e/BzXFIV9iW4nZ07s20quRZEBTkCsiIiJDXmar6co+ny8wWbmzflyAUcMSMAwzeCqpaYraOfssbSRc+joceoP5+7d+Bkvu6N8zRUFLJreX/bi1xeRVfG4+PuSKMJ1qcLHZDGYWpAKwJ9rlyq2d8hezJ7pmP7x4NXhDW+NlnX1zUQ0e7yB5gUrCTkGuiIiIDHkZ/r29zR4fFXXNrPYPnToov/Mg1+W0U5AWD5g/LA8qdgec+AdY8HPz9+/fBu/dNqT3kFqDp5J6mcm1ffkkNp8Hb+4syJsVzqMNKvlpcQDsq2jA218BYkyCOYjKEQdb3oOP/xHSh1v9xI1uL7vK+ikjLf1OQa6IiIgMebEOOyn+fs2i6saWTG5+apcfEyhZHgx9ue0ZBiz4KZxwm/n7pXfAwp8P2UC3ui/lyl4vtpWPmA8PvjSMpxp8spNd2Axo8ngpqW3s+QMiJWsynPoX8/F7t8H2D4P+0NZZ6I2FUdoBLAOOglwRERE5IGT5S5a/2FlOZX0zMXYbE3ISu3z+2Ez/8KnBlslt7fAb4VR/ufKn98IbPxqSgW6fypW3vI9RsYMmezy+qeeE+WSDi9NuIzvZHNK2t6Khh2f3TaPbw9buXkCadTFMPx98Hnjmu1Cxs8drVjU0B17wANg0mP/uSp8oyBUREZEDgtWX+/76IgAm5SYR6+g4dMoyNnMQZ3Jbm/s9OOsewIDPH4TXfzjkAl2rXLlXmdzlDwGwK/0Ic7LyAS4v1SxZ3lMe2b7cX774Ncf+dTHLtpV1/gTDgNP/DrkzoK4UnroAmrovP26/+miTMrkHLAW5IiIickCwgtwPN5UAMK2LflyLVa68tbg2sgeLhlkXwdn3AoYZ1A2xQLeq3l+uHOoKoYpdsPEtALZnHBvuYw1K+f4gN9K7ctfsNacfr9pV3vWTYuLh/MchIRP2r4aXr+/2+7b9mTcWDvIXqKTXFOSKiIjIASEz0Qxy65s9QNeTlS1WJndPRT21je5unzsozLxgyAa61YHBUyGWK3/xCPi8eEceTo0rLwInG3wCmdwIB7lF/nVePa4rSi2A8x4FmxPWvAAf/q3Lp+7xl1hPyG6pwtCE5QOTglwRERE5IGQlx7b5/bRuhk4BpCXEMCzBnMps7d4c9NoHuq/9ALye/j5Vn/VqT66nGb74HwDegy+LxLEGpfxUsyc3kkGu2+Ol1D/YamcwE5BHHtpqENXvYeVjnb5AY5VYzxs9jFiHTROWD2AKckVEROSAYJUrA8Q6bIzP7nrolGUg9uUu21bGW1/v7/0FWge6Kx6G568Adz9O0g2DXg2eWv861BRCQha+iadG6GSDj7VGKJLlyiU1TYEYNaggF2DO5eYvfGbZ8gPHwralbZ6yt6KeFGqYa6zl4AzzxRtNWD4w9XJjtoiIiMjgkpnoCjyekpeM097za/1jsxJYtr1swExY9vl8XP3ocsrrmnnzpiOZnJvcuwvNvAAcsfDC1bDmRagrg28/DrFJ4T1wlPRq8JR/4BQHXwz2mAicanDKi0JPblF1y+TmPeX1uD1eHEH8feSUv0BiDnz0D9j7BTxyOvaxx1PQPBrbW4v44Zb3ucu1HVbCadhYETOO5uUnQeZFkDnRHGYlBwQFuSIiInJAaJ3Jnd7D0CnLQMvkVtY3U15nBnRvfb2/90EuwEHfhLg0eOoi2LYY/ns6XPQ8JGSE6bTRYw2eSgl28FTJJti2BDBg9qURO9dgZAW55XXN1DW5iY8Jf7hQVNVSOeD2+thX2UBBehCTre1Oc//znMtg8V9gxcPYtrzLwQA7YaT/aU3x2cTUFXKIbSNs2wj3/tMMjjPGm7+GjTeD3lFHmC/2yJCjcmURERE5ILQOcqcNTw3qY8b6JywPlEzuvsqWDNjCNX0oWbaMPRYufRXih8G+VfDQiVC6pe/XjaJmjzcwTCzowVPLHzb/O+EkSB0RoZMNTskuJ0mx5p9jpLK51tApS4/Dp9pLzILT7oDrl+E96FuUxY+lec7VXNt8M7Mb7qPimq9Yetoiftl8Gcsds81Mfc1+2L4Ulv8HFt4Kj30D/j4dltxhVjLIkKIgV0RERA4IafFOYh3mjz49TVa2jPNncreX1OH2eCN2tmDtbxXkrt9fzc5Qg4PO5M+GyxdCyggo2wIPHAOb3u37daOkuqFl8nVibBBBbnM9rHrcfDznigidanCz+nKtacXh1rpcGWBHWS8Huw0bi+es+1g68TfsmfdL3vTMpdqeRkZiLCPGTOAxzwlc2PBjPD/eCle+B2f/C478IUw+AxKzzcD3/dvgzinw2i1QtjUMn50MBApyRURE5IBgGAa3nX0QPzpxAuOzeh46BebO0FiHjSaPl93lkV2pEoz9VW2Dg7fXhiGbC2YJ5xVvw/BDoKESHj8Xlt4Z8oohn8/HXe9t4spHltPQHJ2pzdbQqcRYR3B9nV+/AA0VZlA/7rjIHm6QinRfbvtMbtDDp7qx1x+Q56a6sNkMhqfF43KaE5Z31thg+ByY+R047tdw/mNw89dwzv2QMw3c9WaP9t1z4Z1fQ6OGVQ12CnJFRETkgHHenAJuOHY8RpADaGw2gzGZA6dk2SpXjnPagTCVLFuSc+HS1+Hg7wI+eO938Nxl0BR8lu32hRu4852NvLuukCUbi8N3tm60DJ0KIotbvMH8vADmXAo2e+QONojl+dcIRSzI9ffkjvO/2BSOioS9/r8beSlmgG63GYGe+k4nLDtiYMb5cPVSuORVs3Tf22wOtfrnHPjqmSGzR/pApCBXREREpBvWD+IbBsAqkv2VZtBx9qx8AJbvKKe4OozrfxyxcMZdcNqdYHOYk5f/fRRs/6jHD73ng83cu6iln3ftvqrwnasb1tCp5J6GThWtg/+eZq4NypoKh1wZhdMNTvmp5hCoPRGqXij2lysfMioN6EVPbiesgNzKQgNMyDanhXf7ApVhwOij4OIX4TtPQ9pos4z5he/Bf06Gr56Fhuh8L0v4KMgVERER6cackeYP4h+sL+rnk7Rkcg8ekcq0/BR8Pnh3XWF4b2IYcMgVcMlr5kTa0s3w31Ph1ZvNUuZOPPLxdm5fuAGAg/LNic9r90YnMKj2Z3K7HTq1/2szwK0tNstTL3kVXMH1ZR+IrEzungiXK88ZmQ7ArrI6fH3MmlqZ3PzUllVh1i7soHflTjwZrvsUjv0VOONh16fwwpVw+1h4/DxY+RjUV/TpnBIdCnJFREREunHi1GwAVuwMc9a0F6zBU7kpcZzkP9fb4SxZbm3koXD9Z3DwJebvVzwM98yDVU/A1sXmCp5tS1i88Hk+ee1hLrK/w5Pj3ufBYU/wa8f/MHYvi0q5Z487cvd9CY+cDnWlkDsTvvsKJAyL+LkGs3yrJ7cy/EGu1+sL/D2a7X8BqbrRHViN1Vv7/D251tAsgAlZZiZ3Y2HHTG5dk7vD2wBwuuCoH8ENn5tDqoaNB08TbFoIL18Pf5tq9u3W9P+LXtI17ckVERER6UZuShwzhqfw5e5K3llbyAXz+m/ljBXk5qS4OCk5hzve3shHm0upbmgmqasgry/iUuHMu2Dat+DVm8zpyy9d2+YpRwNHx/h/s9v8z+UOuLzpLTz/fAj7rAthxnfMnt8I6LZceesieOYSc9BU/my46AXzc5JuWSW/+yoa8Hh92G3B9bAHo7yuCbfXh2GYAWl2ciyFVY3sLKsjPSGm5wt0YU8n5cpWJndLcU2bz+P+JVv4f2+s56/fmsE3Zw/v/IIpw80hVcf+CorXw9pX4OvnoWSD2bf72b/NF4AOv9F8rgwoyuSKiIiI9ODEqTlAmAc9hai6oZnqRjOgy0lxMS4rkTEZCTR5vCzaEOEhT6OPhGs/gqN+AtkHQeYkyJxERcIYNnnz2eCcjG/SaTD7Mjj6p7xpX0CdLxZ72WZz0NPfpsBzV0RkB2+ng6d8PvjkHnj0HDPALZhn9lwqwA1KdrILu83A3SrrGi5WqXJ6fAxOu42R6QkA7Cjt5RohzC+3VcrfOsgt8E9YbnJ7AxOcV+4s589vmaX1z67Y1fPFDQOyJsOCn5qVDd95CvLngLsBlv0b/jET3vixMrsDjIJcERERkR5YpcEfbykJ9IBGW6F/fVCSy0FirAPDMALB99trw9yX2xlnHBz7CzPYvf4zuP4z7pr0OCc03c5zM/+D8e0n4Iy/wzE/56VRv+KQxntZMvk3MOJQ8Hnh6+fgnrnw2g+gal/YjmWtEApkcpvr4cVrYOHPzfvOuMAsUVYPbtDsNoOc5Mj05VpBbmZSLAAjhplDrvoyYbneA7VN5sqq/FZBrs1mBAbHbSyspqbRzc1Pr8LjNcvol28vp6axi7LlzhgGTDwFrnwXvvsyjDrSnMi87H4z2H3/D132rUt0KcgVERER6cG4rCTGZCbQ7PHxQaSzpl3YF+jHbRmsY/ULf7C+iEZ3dPbStratxOx1HJ3Rdu/wlNwUaonjJeNYuPwtuHoJjDsBvG5Y/h+4axa8+TPY8Ql4+3bu6gYzSElyOaBqLzx8Cnz1FBh2OPn/4Ox7zT5LCUl+hHblWi/WZPmD6BHp/iC3D7tyy/3J5mEJMbicbddCWX25mwqr+d0ra9hRWkdeiov81DjcXh8fbS4J/YaGAWMWwKWvmS+g5M+G5lpYcjv8Ywa8/8eIVC1I8BTkioiIiAThpH4uWd4X6MdtyVTNHJ5KVlIsNY1uPt5SGvUzbS0xS0xHZyS0efvUvHYTlnNnwEXPwaVvmKXD7nr47D54+GRzcu0LV5n9jrWhBxxWuXIWFeYE5b0rIS7dLE+ef60ZkEjIIjVh2Sp/zvJnckf6M7k7+hDkljWaX+PWpcqWcf6+3CeX7eLZFbsxDPjb+TM5YYr5AlGfS/3HHA1XvgfnPwYZE6C+HJb8Bf55MDxwHCx7AGqj/3fzQKcgV0RERCQIVpC7qJ+ypoHJysktWUmbzQhkc1/8Yk9Uz9Pk9rLLH5iMyWwb5E7xB7mbi2poaG71ZzXqcLh8IVz4HEw7D1ypZlDw1dPw3OVmwHv3XHNd0VfPQtnWHjO9VfVu0qjiuOVXm89PHQlXfWAGH9Jr1pTicGdyi6xMrj/ILUjve7mylcnNS+2YsbcyuVawft2CscwbM4yjJ2QCsGRjcZ/XF2EYMPkMuPYT+OZDMO54MGywZzm88SO4czK8/Svze12iQtOVRURERIIwPT8lMAn2482lHDMpK6r339dqsnJr3z5kBI99upPXV+/jxydNDAQNkbazrA6vDxJi7IGAxZKb4iI13klFXTObCmuYNrxVP6xhwPgTzF8eN+xeBhvehM3vQtFac3ptyQZzZRGAw2WuccmcAJmTYcqZkDkxcDl3fQWPxPyZpKptkJQLl7wCaaOi8CcwtOVFqFy5qH0m1//9ur+qgYZmT4dy42CUN5mZ3PzUjt/7E7KTAo+nD0/h5uMnADB/zDBiHDb2VNSzuaiG8a2e12t2B0w71/xVXWhWJ3z5JOz/Cj6+C774n7me6JDvqYQ+wpTJFREREQmCzWZw4pT+K1ne799ZmtsuyD0oP4Ujx2fg8fr495Lo9QFus0qVMxMw2pUEG4bRUrK8r5tBPHYHjDwMTrwNrvsEfrINvv0EzL/e3GlrjzGn2BauNgOGD/5gDq966CRY+TjUlvCbqt8y3bYNtyvdHAakADcsrCB3j3//bLgEglx/RUJ6QgyJsWbebXd577K53WVyh6fFUZAeR5LLwd/Pn4nTboY/cTF25o8x9yVHZDp5UjYcep3Zj37Bs+YLNA0V8PYv4e45ZsDrbgr/fQVQkCsiIiISNKtk+Z21hYEJrdHSVSYX4LoF4wB4ZvluiqrDG5R0ZWtx50OnLFNyzSB3jdWXG4z4dJh0Gpz8/+DqxfCL/fD9L8y1Lcf/DiacYg6U2vUpvHwd3D6OGb71VPniKTzryTYZXumb4VaQ28vAsyvW96eVyTUMo6VkuZd9ueWNVia3Y0+uzWbw2vePZNGPFjAms+33qlWyvHhjBIfJGQZMONGcSn7WPZCUB5W74JXvw10z4dN/QVN4/4xFQa6IiIhI0OaNSSfZ5aC0tokvdka3v25/lTVdueMP8vPHpDNrRCpNbi8PfbgtKufZ1sXQKcvUPLNEeW0oQW57NjsMG2uubTniZrjgKfjBGjju1/6MrY9aXyyXNv0EV8Gs3t9HOsj1B4xVDe42a7O2FNfwk+e+DPRjh8Ln81FUZZUrt7xYY5Us7+hlX25LJrfj3w2AlDgnwxJjO7x9wUQzyF22rYzaUFYJ9YbNDrMugu+vgBP/AInZULUH3vop/H0aLP2r1g+FkYJcERERkSA57TaOm2wOelr4dfRKlhuaPVTUmYFGZ5lcwzAC2dzHP91JZX3kd/lak5XHZnYe5FrDp9btq8Ibzqx3ci4c+UP4/kpqLnyDU5v+xBe+CSS5nOG7h5AY6yDFv3vYqiLwen3c9NRKnlm+m/sWh14aX9XgptHtBSAruSXoDExY7kWQ2+T2UuX/dreGZQVrTEYCBelxNHm8fLo1ShOQY+LhsO/DTV/B6X8zB6XVlcB7v4e/TYP3buvVlHFpS0GuiIiISAhO8k8zfvTTHdz81Eo+2FBEs8cb0Xtak5XjY+wkuzqfG3rcpCwmZidR0+jm0U+2R/Q80HMmd0xGArEOG7VNnj6th+mSzUb5sFns8OUQ57QT49CPteEW6MstN/vBn/9iN1/vMTPzn28rC/l6xf5S5SSXo82AKatcuTfZ4f1VDfgwiHHYGJYQE9LHGoYRKFmOSF9ud5wumHO5WY5/zv2QOQkaK2HpHfC3g8w90jVF0T3TEKJ/DURERERCsGBiFnNHpdPo9vLSqr1c9vDnHP6XxTy/zUZNhEoeW/fjth/yZLHZDK5dMBaA/3y0nfqmyK05qm5oDuw7HdVFkOuw25iUY06s7VPJcjesjHVynBaGREJ+YPhUPbWNbv6ycEPgfZuKaiivDW1wUkupctvS4b7syrX+buR183ejOwsmmFPSF20s6vsqod6wO2DG+eb6ofMfh7xZLXuk754Dyx8Gb2RfRBuKFOSKiIiIhMDltPP01fN58brDuPSwUWQkxlBe18yS/TZe+XJfRO65v6rzycrtnT49l4L0OMpqm3j6850ROQu0ZHEzEmNJ7qZM2CpZXrM3Mr2G1Q3miwrdnUF6L98/rXhvRT3/WryF4upGRqTHM8oflC7fEVpfujVZOTu57ffxiFaDp0Itbd9b0RLk9sahY4cRY7exq6w+8H3dL2w2mHw6fO8DuPglc7p4QyW8djP891QoWt9/ZxuEFOSKiIiIhMgwDGaNSOO3Z07l01uP4/w5wwHYUFgdkfsFMrnJ3fccOuw2rjrKuT3UMgAALEFJREFUzOY+sHRbxCZAW8HAmC6yuJYp1vCpfX3L5DY0e/jj62s57E/v8fGWln7FKv9ApKQuSrilb6xy5eXby7l/yVYAfn7qJA4da67e+Xx7aCXL7Scrt76P3WbQ5PYGAuFg7bUyuV0MnepJQqyDQ0anAd2XLFfWNXPy35fwg6dX9eo+QTMMGHsMXPkenPQncCbAzk/gX0fAov9TVjdICnJFRERE+sBht3HIyFQANhVFJhO0P1Cu3HFCbHvfmj2cJJeDPRX1fLW7IiLn2VrsD3K7GDpl6dUaoXbW76/i7Hs+4oGl29hb2cA9H2wOvK8qUK6sTG4kWIHjsu1lNLq9zBudzklTc5gzMh3oRZBb1XZHrsVptwVKo3eUhvZ3aG+FWeXQ20wutC5Z7jrIfWb5Ltbvr+bFlXtYHuLn3St2h7ln9/rPzNVZ3mZY9Cd47jJojs6asMFMQa6IiIhIH43LMvdvbi6qiUhfX0tPbs/ZKpfTzhHjMoDI7f/saeiUZVJOEoYBxdWNIe/v9Xp9PLh0K2f+8yPW768m3T9U6OMtpRT61ylVqVw5olpPKzYM+NXpUzAMg7mjzSB39e7KkHq/rSxt+0wutC1ZDoWVyc1N7X2Qe7R/ldCnW0oDveat+Xw+nljWUv5/76LQJ0v3WmoBfOdJOPtfYHPC2pfg0bOhLgqB9iCmIFdERESkj8ZkJGDgo7yumdIQh/EEw8rk5iYH94O8tf8zUhNjt5bUAD0HuQmxjsBz1u0LrpS7sq6ZJ5ft5Bv3fcwfXl9Hk8fLsZOyWHjzUcwemYbPB69+uRdonclVuXIk5LcqAT734OEclG+Wnw9PiyM7ORa318eqXRVBX896cSKzsyB3WC+DXH9Pbn4fgtzxWYnMLEilyePl4Y867pn+ZEsp20pqiXPasRnw/voi1vWxBD8khgEzvwMXvwixKWb58n9OgvId0TvDIKMgV0RERKSP4mLsDPP/3L4xAn25racrB+Nof/nll7srKAtz0O3z+dgWZLkytC5Z7nr4lM/n483V+/je/5Yz54/vcOsLq1m1qwKX08Yfzj6Ihy6ZQ2ZSLGfPzAPgpVV7AA2eirTMxFhGDosnPSGGH580MfB2wzA4ZFToJcvFgUxux+/jkemh78r1en3sscqVe9mTC+bnY00mf/STHYFeb8vjn5lZ3G/OzufUabkA3BfNbK5l9JFwxUJIHg4lG+HB42Hx7bB1ETREMegeBBTkioiIiIRBTrxZprypsCas121yeympMYODnqYrB86S4mJSThI+HyzdFN5sbnF1I7VNHmwGjEjvOcid6h8+1d1e1QeWbuXax7/gnbWFNHt8TMpJ4qcnT+KDHy3govkjA6thTpueh8Nm8PWeKjYX1bQaPKUgNxJsNoPXbzyS9245ukMfbW+C3EC5cnLX5cqhrBHaW1lPo9uL3fCR34eeXIATJmczPiuR6kY3j33akiEtqm5g4Zr9AFwwd2QgGH7tq70h9w+HRdZkuPJdyJ4GtUXwwR/gf2fB/42Aew+D126Bta9AfWiTr4caBbkiIiIiYZDjTyQFm8ndVlLLj579kg/WF3X7PKvEM8ZuC/SlBsPqM1wc5pLlrf5+3IL0eGIcPf8oecIUM6v8wYZiNhd1/LOpb/Lwr8Xm5N4L5o1g4c1H8dbNR3HtgrHktutBTk+I4agJ5uf1yqo9KleOgsRYB2mdfN9ZQe4XO8pxe3qe+FvX5A7ske6sJ3e0vypga3Hwfe3WALQMlzkAri/a7Jn+cBsNzWav8bPLd+P2+jh4RCpT8pKZmpfCgomZeH3wb//E6ahLzoXL34JTboeDvgkpIwAfFK2B5Q/BMxfDn0fD/Qvg3d9ByeaerjjkKMgVERERCYNAJreo+0yuz+fjqWU7Oe2upTy3Yjd/fGNdt8/fX9VSqmxlNINhTYxdvLE45N2j3bECi576cS3jspI4cUo2APct6hgUPPX5TspqmyhIj+P3Z05lYk5St9c7K1CyvJdKK8hVJjfqJuYkkeRyUNvkYf3+nl/YsSYrxzntJMZ2fFFi1LAEbIZZgl5cE9waIWsAWpYrPN/fZ8zIIz81jpKaJp5ZvguP18eT/oFTF84bGXjedQvGAfDc8t0UVXU/UM3t8XYofw6L2ESYdxWc+x/4wWr44QY4738w9yrImAj4YO9K+PBOuHs2PPoN2PDWAbOCSEGuiIiISBjkBsqVq7vMRJXVNnH1oyv42QurqfNPpd1cVNNt32yo/biW2SPTSIx1UFrb1KcVPu1tC3LoVGvXHWMGBS+v2hPooQSzFPsBfzbsqqPGBpWNO2FKNvExdnaW1fGlf0WSVghFn91mMHukuV92WTel6JbWpcqdvVjjctop8Jcsb+7hhSKLFeRm9r4dtw2n3cbVR48B4N+Lt/L++iJ2l9eTEufktOm5gefNHZ3OIaPSaPJ4eejDjoOqLG6Pl0sf/pxD/vAuG4J4IaBPknJgyllw6u1wwzK4ZR2c829z/RAGbHkPnjwf/jkLPvwbVO6O7Hn6mYJcERERkTDIcplDUMvrmimp6Ri0rthRxkl/X8Lbawtx2g1uPWVSYPVQd3s391eaQWGw/biWGIeNw8YOA2DRhu5LokNhBRZjMhOD/piZBakcNnYYbq8vENSCGfTurWwgIzGWb80eHtS14mMcgcxwQ7OZlUp2qVy5P4TSl2utkOqsVNkyzv89taU4uF7XrWHO5AKcN6eAjMQY9lTU89PnvwLgmwcPx+W0t3melc197NMdlHfxItV9i7bw4eYSGt1e/vvx9rCdMSjJeTDj23DBU3DjSjj0BnClQPl2ePe38LeD4OHTYMUjUF8R3bNFgYJcERERkTCIsUOBf6/opk56T3/+wtcUVzcyLiuRl64/nKuPHhvYN9pdkNDbTC7AgolmyfKiMO7LtQKLMSFkcqElKHjq852U1jTi9fr412JzQu0VR4zuEER056xZ+W1+r8FT/aMlyC3vsY/WKlfubLKyZaz/RZ8tQWZytxabz8uKC1+Q63Lauezw0QCBCosL5o3o8LwFEzOZnJtMbZOHqx9b0WFf8KpdFfz9vU2B37+8ag/VkShbDkb6aDjpj2Z294y7YOThgA92fAiv3gi3j4UHjoWFv4B1r0JNZFaPRZOCXBEREZEwGe//Ib39hOW9FfVsKKzGZsAzVx8amDh8yCiz3PPz7V1PQrUGTwW7I7c1a/jUyp3lVNb1/QfsZo+Xnf4VL6GUKwMcPm4Y04en0NDs5eGPtvP22v1sKa4lyeXgovkdg4juHDEug2GthiFp8FT/mD48hRi7jZKaRrb3sPrHKlfubEeuZax/+NSW4p6D3IZmT6D0PbNvg5U7uPjQkST5+4bnj0kPVFy0ZhgGt587naRYB8u2lXHt4ytocpuVBbWNbm5+aiUer4/TpucyLiuRuiYPL63aG96DhiomAWZfApe9ATevhuN+A5mTweuGPSvgk7vh6YvgjnFmlnfLBxDkELCBRkGuiIiISJhY5ZbtJywv8k84nlmQ2mZCspUJ+3pPJXVN7k6v2ZLJDb3xMD81jvFZiXh9sHRz37Mzu8vrcXt9uJw2ckIMug3D4Dr/9NpHPtnOP94zJ75ecuiokDOxTrutTY+kBk/1D5fTzvTh/hVRPZQsB8qVO1kfZBkXQiZ3Z1kdPp85/TkpzF/+ZJeTm44fj8NmcMMx47t83kH5KTx82SHEOe0s2lDMTU+txO3x8vtX17K9tI68FBf/7+xpXDDXfBHn8U93BD05OuJSR8CRt8D1n8JNX8E3HoDZl5lBL5hZ3kfPhodOhE3vDLpgV0GuiIiISJiMzzIzUe0zuYs3mj2xR/snHlvyU+PITXHh9vpYtaui02vu9we5ofbkWhb4s7mLwrBKqGXoVCI2W/CTni0nTslhbGYC1Q1u1u2rwuW0cdnho3p1lrP9JcuJsY6QSp0lvA6xSu57GD5VXN1zufKYDDPI3VvZQG1j5y/6WFqmfMcTwtDxoF155Bg2/fEUjhif0e3z5oxK5/7vzibGbuPNr/dz/v2f8vTyXRgG3Hn+TFLinXzz4OHEOmys31/NFzsrwn/YvkobCdPPgzP+bga9P1gDc68Ghwt2L4PHz4UHj4PCtf190qApyBUREREJEysTtbGoZcJyk9vLR5tLgZaA02IYRktf47aOJctujzdQ5tn7ILdllVBfs0hWYBFqP67F3EU6LvD7bx8ygmGJXWf2ujOrIJU/nH0Qfz1vRq8+XsLDKrlfvqPrknto3ZPb9dc7LSEmUIa+tYfhU1utF1yG9e57MRjBruw6cnwmd31nFnabwQr/n8M1R49l/hhz8FtKvJMzZpirr574bGdkDhtOKcPh1L+YGd5DbwBnvFnOfP8CWPbAoMjqKsgVERERCZOxmQkYBlS0mrD8xc5yahrdDEuIYVp+SoePaQkSOmbCSmqa8Hh9OGxGr4PBOaPSiI+xU1zdyNp9fVslZE1WDrUft7WzZuYxLiuRJJeD7x01ptfXMQyDi+aP5KSpOb2+hvTd7JHpGIb5vWGVJHcmmHJlaDV8qoe+3G3+IHhURnwox42Ykw/K4Y5vTQ+sVvrB8RPavP9C//Cq177aS0Vd1yvD+mJHaS27y7vvjQ5JUrY5sOrGVTDuBPA0whs/gqcugNrS8N0nAhTkioiIiISJy2lnhH/X5yZ/X65VJnzUhMxOS3ytcs8vdpTj9njbvG+ff31QdrILey/KgwFiHfbAKqGnlu3q1TUASmoaWeyf0tyXINdpt/HS9Yez+MfHkJ8apgWn0m9S4pxMzE4CYEUXA9Qa3R7K/YPPuitXBhibGWSQa73gMmxgBLkA58wazrKfH8fTV80nxtE2zJpZkMrk3GQa3V6e/2JP2O9d2+jmtLs+5Jg7FnH/ki14vWHMtiZlwwXPwEl/AnsMbHgD/nU4bFsavnuEmYJcERERkTAan2X+wL8xEORa/biZnT5/QlYSyS4HtU0e1u1rO7Bqfx/WB7X23UNHAfDopzt6tTO3sq6Zix9axu7yevJT4zhuclbPH9SNxFhHmwFcMrhZJffLuhg+ZfXjOu0GafHdT4myJixv7mH4VDiqCiJhWGIsDnvHEMswjEA29/HPzAFUPp+PL3aW89tX1vDT577qNhPek81FNdQ0umn2+Ph/b6znwgc/Y69/+nRY2Gxw6HVw5XswbDxU74P/nQUf3TUgy5cV5IqIiIiE0YRs/xqhohoKqxpYv78awzAzuZ2x2QzmdBEkvPKluXJkVB/7Do+akMklh44E4EfPfkVpTWPQH1vT6OaSh5exbl8VGYmxPHblPFLjFaBKC6saYXkXmVxrEFtealyPfa7jgihXrqxrptS/w3bUAMrk9uTsWfkkxNjZWlzLj5/7iqNu/4Bv3Psx//14O08v38XJf1/K22v29+raVtCflRRLnNPOJ1tLOfnvS3j1yzCvLcqdDlcvhunfBp8H3vkVPHsJNHbcDd6fFOSKiIiIhNH47JZduYv9pcrTh6d2m7mcY+3LbTWh9tOtpbz59X5sBlzVh95Vy62nTmZ8ViIlNY389PnVQQ2hamj28L1HlrNqVwUpcU4eu3LugMucSf+z+srX7K2kppOpyFb1wGFju59UDC3lyttL6jqU71usoVPZybEkxA6eHcmJsQ7O8k8Ff27FbnaV1RMfY+fsmXlMzk2mrLaJqx5dwa0vfNXlSrGubPUHucdNzuKNm45kxvAUqhrcfP/Jlby4cnd4P5GYBDjnX3DaX8HmhLUvwwPHQvGG8N6nDxTkioiIiIRRoFy5qJpFG7svVbbM9Wdyl+8ow+fz4fH6uO01c13Hd+aOYGJOUp/P5XLa+ce3ZxFjt/HuukKeWNb1lFefz8fXeyq56tEVfLK1lIQYO49cPpdJOcl9PocMPbkpcQxPi8PrM3vL27N6udtPF+9MfmocLqeNJo+XXeWdl9sO1FLlYFxz1Fim5iVz/OQs/vmdWaz45Qn8/duzeOn6w7j6qDEYBjy5bBen3fVhoK8/GK3/TEZnJPDctYdx8XyzeuOu9zbjCWePLoBhwCFXwmVvQFIulGyE+w6D/50Nnz8I1b3LSIeLglwRERGRMBqXlYjNP2H5vXVmkNvTD/fThqcQ47BRUtPEtpJanv9iN2v2VpEU6+CWEyZ0+7GhmJKXzE9OngjAba+tZWNhNU1ub+DX9pJa7npvE8ffuZjT//khSzYWE+uw8dClhzCzIDVs55Chx+rLXd6u5H57SS3bS+tw2IzAALTu2GxGYF/uli76clsCusS+HLlfjBgWz+s3HsmDlxzCGTPyiIsxdzzHOuzceupkHr9yHrkpLraV1PLT578Keu3XVn95t/Vn57Tb+Nkpk0iNd7KtpJY3v94X9BlDWjVWMBeuXgJjjgGvG7Z+AK//EP46ER48Hta9Fvy1wkhBroiIiEgYtZ6w3Oj2khrvZMbw1G4/JtZhZ6b/OYs3FnP7QrPs7/vHjev16qCuXH74aI4Yl0FDs5cT/7aECb98M/BrwR2LuPOdjWwpriXWYeO0abk8ddX8wL5Pka50NXzKKlWeMyqNJFf3Q6csPa0RskpzrSFVQ8lhYzN46frDiXHY+GJnBZ9t63yYV2s+n68l8G/1Z5IQ6+AS/9C5ez/YElTwunJnOfP/9B6/fvnr4A+dmAXffQluWAHH/xby55hv3/05PH0hPHkBVIa5ZLoHCnJFREREwmxcVkt58ZHjM4Na/3PIaLOv8S9vbaC4upGRw+K55LBRYT+bzWbw1/NmkJPccWKzzYAjx2fw12/NYPkvj+eeCw9m1oi0sJ9Bhh6rL3fVrgqa3C29tC2lysFP5B7n78vtasLy1uLBW64cjOxkF+fNGQ7AvYu29Pj8oupG6po82G0GBWltB3Fdetgo4mPsrN1XFfhadGXdviou+c8yCqsaeWrZLqobmkM7eMY4OOIH8L334JZ1cMQtYHPAhtfh7rnwyb3gCa3XuLcGT6e2iIiIyCAxITuRd9cVArCgh35cizlheQv1zR4Abj1lErEOe0TOl53s4sOfHkOd/16WGLsNlzMy95ShbVxWImnxTsrrmvl6byUHj0ijodnDJ1tLgeD6cS1js8zgtbNMrtfrY/sg7skN1tVHjeXJZbtYsrGYr/dUclB+SpfPtYL+grS4Dvt50xJi+M7cETz04Tbu/WBLly82bC2u4eKHPqOqwQxCmzxePthQzJkz8nr3CSTnwfG/gennwas3w65PYeGt8NVT8I0HIHNi764bJGVyRURERMJsQnZLJrer1UHtzR6ZhrVdZd7odE6amhOJowU47DaSXc42vxTgSm8ZRssqLKsv97NtZTQ0e8lJdjExO/jhadaE5S3FtR1KbAurG6hv9mct0wfP+qBQFaTHc8b0XADu6yGba02bHpPZeY/ylUeOxmk3WLa9rEPPNMDu8jouevAzSmqamJKbzEXzzX2+C3u5zqiNrMlw2Ztwxj/AlQIlm83pzBGmIFdEREQkzOaOTic+xs4xEzPJTAqupzbZ5eSIcRnEOe386vQpPe4TFRlorJLlZdvMCcvWCq2jJ2SG9P08OiMBw4DK+mZKapravG+bP2s5Ij0ep31ohzLXLhgHwBtf7wsMlurMth7Kt3NT4vjGrM7Ln60Ad29lA2MzE3j0irmcO7sAgEXri2h0ezpcL2Q2G8y+FG5YDuc9AinD+37NHqhcWURERCTM8lLj+ORnxxHrDO2H8Ae+O4e6Jk+3O3VFBipr+NSKHWV4vb7ACq1QSpXBHN5WkBbPzrI6thTXtHmhaIu/VHnMEC5VtkzMSeL4yVm8u66Ify/eyp/Pnd7p84JZqXTNgrE8u2IX768v4rOtpeworePlL/fw8ZZSfD4YnhbHY1fOY1hiLGnxMWQnx1JY1cjHm0s5ZlLw/dTdSsyC8SeE51o9GNovf4iIiIj0k5T40Mt/XU67AlwZtKbmpeBy2iiva2bxxmK2FtditxkcNi4j5GuNy+p8+FRPWcuhxsrmvrByN/squ98b3F3gPzojgVOmmeXP59//KT95/is+2mwGuHNHpfPElfPJTYkDzOF0J04x2yXCUrLcDxTkioiIiIhIn8U4bMwqMEuW73jbXIM1e0QaKXHBrQ5qzVoP1H741DZ//+noIbg+qDOzR6Yxb3Q6zR4fDy7d1uH9zR4vO8vqgK57ci3XLRgbmPQ+ITuRH580kaU/OYZnrjmUEcPa9jdbMwHeWVuIxxvC3twBQuXKIiIiIiISFoeMSuOTraWs2VsFwNEhlipbWg+fai2Y0tyh5rpjxvHZtmU88dlObj5+fJt9w7vK6nB7fcQ57WQnd9//PzUvhddvPAIDg4k53Q8CmzcmnWSXg9LaJlbsKGfu6PSwfC7RokyuiIiIiIiExSHtgqGjg5wu3p5VrrylVblyk9vLrnKzZHdsD1nLoeSo8RmMGhZPfbOHjzaXtnlf66A/mOFek3KSewxwAZx2G8dNzgbg7UFYsqwgV0REREREwmLWiDT8FbFkJsUyNS+5V9exgtg9FfWU1zbR0Oxhc1ENHq+P+Bg7WUFOLR8KDMMI7LddvLG4zfsCQW4EyrdPmmoGuQvX7u+wymmgU7myiIiIiIiERWKsg6l5KazeUxny6qDW0hJiSE+Ioay2iVm3vdPmfcFmLYeSoydm8t+Pt7N4QxE+ny/w+Vvl3GMjUL591IRMYh02dpXVs25fNVN6+YJFf1AmV0REREREwuY7c0eQ7HJwwbwRfbrO6dNzO337qdM6f/tQNn/0MGIcNvZWNrCpVQl3JAdxxcc4OMpfbj7YpiwrkysiIiIiImFzwbwRfQ5wAX5/1kH87JRJtK6UtduMkFdzDQVxMXbmjxnGko3FLN5QzIRss6+2pSc3Mj3KJ07J5p21hby9tpAfnDAhIveIBGVyRURERERkQIqPcZAQ2/LrQAxwLQv8WdVFG4sAqG10U1jVCERu2vTxk7Ox2wzW7atil39VUTC2ldRy9j0f8e7awoicqycKckVERERERAY4ax3T59vKqW10B7K4GYkxvdpFHIy0hBjmjjInZodSsvzUsp2s2lXBfYu3RORcPVGQKyIiIiIiMsCNyUigID2OJo+XT7aUsjVKO4MDU5ZDCHJX7qwA4MtdFdQ0uiNxrG4pyBURERERERngDMNgwQRzldCijUVsK45OkHvC1BwAlu8op6SmscfnN3u8fLWnAgC318fn28oiebxOKcgVEREREREZBI62+nI3FLPVP1l5TGZkhk5Z8lPjmJafgs9HUD22G/ZX09DsDfz+4y0lkTxepxTkioiIiIiIDAKHjh1GjN3G7vJ6PtxkBo+RzuRCaCXLK3dVABBjN0PNj7eURuxcXVGQKyIiIiIiMggkxDo4ZHQaAKW1TYDZqxtpJ/lLlj/aXEp1Q3O3z125sxyAc+cMB2DtvirK/WeNFgW5IiIiIiIig4TVlwtgM2DEsPiI33NcViKjMxJo8nhZvLG42+eu8g+dOmFKNuOzEvH54LNt0c3mKsgVEREREREZJBb4VwkBDE+LJ9YR+d3BhmFwYqBkueu+3PLapsDU55nDUzls7DAg+iXLCnJFREREREQGiXFZieSluIDo9ONarJLlD9YX0ej2dPqcVbsrALOEOi0hhkPHZgAKckVERERERKQLhmFwzCSzZHlCdmQnK7c2c3gqWUmx1DS6uwxarf24M0ekAjB/TDqGAZuLaiiqaojSSRXkioiIiIiIDCo/OnEiNx8/nquPHhu1e9psBidMMUuW3+6iZNkaOjVrhDkcKzU+hql5yQB8sjV62VwFuSIiIiIiIoNIWkIMNx8/gYzE2Kje1ypZfmdtIR6vr837vF4fq/zrg2YVpAbefphVsrxZQa6IiIiIiIgMIPPHDCPJ5aCkpjGQtbVsLamhusGNy2ljUk5S4O2HWsOntpZE7Zy9CnK//PJLDj74YD788MMO79u6dSvHH388jz32WJ8PJyIiIiIiIgNDjMPGsf5+4De/3t/mfV/4+3GnD0/FYW8JM+eOSsdhM9hVVs+usrqonDOkIPeLL77gvPPO49BDD2XlypVt3rd582auvPJKZs6cyXvvvRfWQ4qIiIiIiEj/O21aLgCPfrqDDfurA2+3hk7N8g+dsiTEOpjpL1/+eEt0srkhBbkvvPACsbGxvPbaax3e9+6771JcXMySJUvCdjgREREREZH/397dxkZVt3kc/80ADlPoVErbhT6wFJAngZtWsaBQE1EMD4rUEFasGl4BRjSCUWoFrMRsAIPZqDFI4AUIWQUTdA1GgQJWfKhUWt2IW7QFy03UUgsDVEpp//sCOzfTaadQdM4D308yCXPOabmaH9f59+LMzIF93DPy33Tn0GRduNiip/77kM43Xbqd0L/ej9sn4mtifb/c7ldz8MqVK+XxeHT06NGIffPnz9eCBQuu6i9vbGxUY2Nj6HkwGJQkNTU1hR6tz+E85OdcZOds5OdcZOdcZOds5OdcZGeN/3xgpGa88bl++OWMVn10WE/dNVj/98ulWW5U/14Redw28EZJ0uc/ntSFCxfk8XgkReb3V+XoMcaYzg8Ld/ToUWVmZqqkpEQTJ06M/KYejzZv3qz8/Pyo3+fFF19UUVFRxPatW7cqLi7uassCAAAAAMTA/9Z7tP6HbpKku9NatPufXt14g1HRLc0Rxza1SAWl3dRkPCr4x0X162DUa2ho0Ny5c3X69GkFAoEu13ZVV3L/agUFBVq8eHHoeTAYVEZGhqZMmaJAIKCmpibt2rVL99xzj3r06GFhpegK8nMusnM28nMusnMusnM28nMusrPONEnn/ud7bS09rt3/vPQu2Ak39dO0af9o9/hfAtVKjr9Bk4enKMF/Kau2+bW+svdaWTrk+nw++XyR93bq0aNH2D/Sts/hLOTnXGTnbOTnXGTnXGTnbOTnXGRnjWUzRumr6nr9VHtOknTLwMQOc3hi8tAOv09rfn9VhtwnFwAAAABw1fw3dNN//UeWenS79B7b7H+P/NApK1h6JRcAAAAA4Fyj0hK04bFxOlp3Tll/3irIagy5AAAAAIAuyx2arFwlW11GCC9XBgAAAAC4Rpeu5A4cOFDR7jzUhbsSAQAAAABwzbiSCwAAAABwDYZcAAAAAIBrMOQCAAAAAFyDIRcAAAAA4BoMuQAAAAAA12DIBQAAAAC4BkMuAAAAAMA1GHIBAAAAAK7BkAsAAAAAcA2GXAAAAACAazDkAgAAAABcgyEXAAAAAOAaDLkAAAAAANdgyAUAAAAAuAZDLgAAAADANRhyAQAAAACuwZALAAAAAHANhlwAAAAAgGsw5AIAAAAAXIMhFwAAAADgGgy5AAAAAADXYMgFAAAAALgGQy4AAAAAwDUYcgEAAAAArsGQCwAAAABwDYZcAAAAAIBrMOQCAAAAAFyju9UFXM4YI0kKBoOSpKamJjU0NCgYDKpHjx5WloYuID/nIjtnIz/nIjvnIjtnIz/nIjtna5tf6xzYOhd2la2G3DNnzkiSMjIyLK4EAAAAAGCFM2fOKCEhoctf7zHXOib/hVpaWnTixAnFx8fL4/EoGAwqIyNDNTU1CgQCVpeHq0R+zkV2zkZ+zkV2zkV2zkZ+zkV2ztY2P2OMzpw5o9TUVHm9XX9nra2u5Hq9XqWnp0dsDwQC/KN1MPJzLrJzNvJzLrJzLrJzNvJzLrJztsvzu5YruK344CkAAAAAgGsw5AIAAAAAXMPWQ67P59OKFSvk8/msLgVdQH7ORXbORn7ORXbORXbORn7ORXbO9nflZ6sPngIAAAAA4FrY+kouAAAAAABXgyEXAAAAAOAaDLkAAAAAANdgyAUAAAAAuAZDLgAAAADANWw75BpjVFRUpNTUVPXq1UuzZs1SbW2t1WWhHd9++62mTJmiuLg49evXT/PmzVNdXZ0kqbi4WB6PJ+wxY8YMiytGq40bN0bk88QTT4T2v/nmm8rMzJTf79ddd92lqqoqC6vF5fbt2xeRXetj8+bN9J5NVVRUKDs7W5999lnY9s567b333tOIESPUs2dPjRs3TmVlZbEsG39qL79jx47pwQcfVCAQUN++fZWXl6djx46F9ldVVUX04qhRo6wo/7rWXnZXcp6k96zXNrujR492uP6tXLlSEn1nB9HmAykG656xqVWrVpnExETzwQcfmAMHDpgRI0aYqVOnWl0W2jFp0iTz8ssvm4qKCvPhhx+azMxMM23aNGOMMdu2bTNpaWnmyJEjoceJEycsrhit1qxZY3JycsLyqa2tNcYY8+677xqfz2c2bdpkDh48aCZOnGhuvvlm09zcbHHVMMaYhoaGsNyOHDli1q9fb+Lj401dXR29ZzNlZWVm9uzZxu/3G0mmpKQktK+zXvv8889N9+7dzauvvmrKy8tNXl6eSUlJMcFg0Kof57oTLb85c+aYZ555xpSVlZni4mKTlZVlRo8eHcrv66+/Nl6v11RWVoZ68eeff7bqR7nuRMuus/MkvWetjrJramqKWP927txpunXrZg4fPmyMoe/sINp8EIt1z5ZDbnNzs0lKSjJr164Nbfvoo4+MJFNVVWVhZWhP25PGli1bjNfrNefOnTPr1q0z2dnZFlWGzhQUFJi8vLx292VlZZknn3wy9Pzw4cNGkikuLo5VebhKkyZNMs8//7wxxtB7NlNYWGjy8/PNnj17In7R7qzXZs2aZe6///7Q/vr6euPz+czGjRtj9wNc56Ll13YNPHDggJFkfvjhB2OMMR9//LFJTEyMab34l2jZdXaepPesFS27tvLz883cuXNDz+k760WbD2Kx7tny5crfffedTp48qalTp4a23XnnnfJ6vfryyy8trAztycjICHves2dPtbS0SJJ+//13JSUlWVEWrkBH+Zw6dUqHDh0K68Hhw4erf//+9KBN7dmzR4cOHdKSJUsk0Xt2s3LlSm3evFmDBg0K234lvbZ3796w/TfeeKOys7PpxRjqKD+p/TVQkpqbmyXRi1aLll1n2dB71oqW3eUqKyv1zjvvaNmyZaFt9J31OpoPYrXu2XLIbX1NdmZmZmib3+9XcnKyjh8/blVZuALGGG3YsEE5OTmKi4tTXV2ddu/erV69emnEiBFaunSpzp49a3WZ+FNdXZ02bNig+Ph4jRkzRqtXr1ZTU5Oqq6slhfegJA0YMIAetKk1a9bokUceUWJioiTRezbj8Xja3d5Zr9XX1+vUqVP0osU6yq8969evV3p6uoYOHSrpUi8eOXJEfr9fQ4YM0YIFC/iMkRiKll208yS9Z70r7bu1a9fq7rvv1vDhw0Pb6Dt7uXw++PXXXyX9/ete92sv+6939uxZeb1e+Xy+sO1xcXFqbGy0qCp0pqmpSY8//rj27t2rTz/9VJK0YMECPfTQQzLG6IsvvtDy5cv1448/avv27RZXC0kqKipSYWGhGhsbtWfPHq1YsUK//fabZs6cKelSz12OHrSnn376SZ988onKy8tD2+g9Z2j9hbqjXou2/+TJk7EpElfEGKOXXnpJb731lnbs2KHu3S/9ijVz5kyNHz9eXq9XFRUVWrZsmcrLy3XgwAF169bN4qqvb9HOk/SeMwSDQW3ZskVbt24N207f2Ufb+SBW654th1yfz6eWlhZdvHgxtEhI0vnz5yN+YNjD8ePHNWfOHFVVVam4uFi33nqrJGnw4MGhY2655RYlJCTo0UcfVW1trZKTk60qF38aOXJk6M85OTlqbm7WqlWrNHv2bEnShQsXwo6nB+1p3bp1uu222zRmzJjQNnrPGVr/M7ejXutsP+zh1KlTeuyxx7R3717t2LFD9913X2hfenq60tPTJUlZWVkaPHiwcnNz9c0332jcuHFWlQxFP0/Se87w9ttvKxAIaNq0aWHb6Tt7aG8+KC0tlfT3r3u2fLlyWlqaJIVdkm5sbFRtbW2nr8tH7FVWVionJ0fx8fGqqKjQ+PHjOzw2OztbksJurwD7yM7O1rlz59SvXz9JUk1NTdj+mpoaetCGtm/frry8vKjH0Hv21LreddRrSUlJ8vl89KKN1dbW6o477tCJEyd06NChsAG3PfSifV2eDb3nDNu2bdPMmTM7vTpL38VeR/NBrNY9Ww652dnZ8vv92rVrV2jb/v375fF4lJuba2FlaM/cuXM1YcIE7dy5UykpKVGPLS0tldfrjXidPeyhtLRUffr0UUZGhgYOHBjWg5WVlTp+/LgmT55sYYVoq7y8XNXV1XrggQeiHkfv2VNaWlrUXvN6vZowYULY/tOnT+vgwYP0ok0sXLhQCQkJKikpCbsy2JHWqxhDhgz5u0vDVbr8PEnv2V9dXZ1KSko6Xf8k+s4KHc0HsVr3bPlyZb/fr4ULF2r58uUaMGCAevfuraeeekrz588PfagK7KGyslJlZWVaunRpxE2ck5OTtXr1ao0bN06DBg3SV199peeee07z589X3759LaoYl1u0aJGmT5+u/v37a/fu3Vq9erWKiork9Xq1ePFiFRQUaOzYscrMzNTTTz+tGTNmaPTo0VaXjcvs27dPKSkpoQ+5aVVYWEjvOURnvbZ48WLNmjVLubm5Gj9+vIqKijRs2LCIl+ch9hoaGvT+++9rzZo1ER+I0qdPH/Xt21evvPKKUlNTNWrUKH3//fd69tlnNXXqVI0dO9aaohHS2XmS3rO3kpISGWN0++23R+yj76zV2XwQk3Wvq/c++rudP3/eLFy40AQCAdOnTx+zaNEic/78eavLQhv79+83ktp9vPbaa6awsNCkpKSYnj17mpEjR5q1a9eaixcvWl02/jRv3jyTmJho4uLizNixY82mTZtC+1paWsyyZctMUlKS6d27t3n44YdNfX29dcWiXfn5+ebee++N2E7v2VN1dXXE/R6vpNdef/11k5qaavx+v5k+fbqpqamJceUwJjK/Y8eOdbgGLlmyxBhjzBtvvGHS0tKMz+czN910kyksLDR//PGHlT/Gdam93ruS8yS9Z732sjPGmBdeeMEMGzas3a+h76zV2XwQi3XPY4wxXZvRAQAAAACwF1u+JxcAAAAAgK5gyAUAAAAAuAZDLgAAAADANRhyAQAAAACuwZALAAAAAHANhlwAAAAAgGsw5AIAAAAAXIMhFwAAAADgGgy5AAAAAADXYMgFAAAAALgGQy4AAAAAwDUYcgEAAAAArvH/tjBZCuzZ+WcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "s = sm['sz000001']\n",
    "k = s.get_kdata(Query(-200))\n",
    "\n",
    "\n",
    "#抽取K线收盘价指标，一般指标计算参数只能是指标类型，所以必须先将K线数据生成指标类型\n",
    "c = CLOSE(k)\n",
    "\n",
    "#计算收盘价的EMA指标\n",
    "a = EMA(c)\n",
    "\n",
    "#绘制指标\n",
    "c.plot(legend_on=True)\n",
    "a.plot(new=False, legend_on=True)\n",
    "\n",
    "#绘制柱状图\n",
    "a.bar()\n",
    "\n",
    "#修正下柱状图，使其更美观\n",
    "PRICELIST([x-9 for x in a]).bar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2 指标（Indicator）\n",
    "\n",
    "在 Hikyuu 中，Indicator 的实例是用于计算的主要数据结构，一般 ind（如无说明，ind代表Indicator的实例）计算的参数为另一个ind，如EMA(x),x应是一个Indicator的实例。可以简单的理解为类似 numpy.array。\n",
    "\n",
    "## 2.1 特殊的Indicator\n",
    "\n",
    "其中存在一类特殊的Indicator，用于将K线数据或普通数组转换为ind，才能供其他ind进行计算，如 KDATA 将 KData 转化为一个ind。其他包括: OPEN,HIGH,LOW,CLOSE,AMO(成交金额),VOL(成交量),KDATA_PART。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "k is a instance of KData:\n",
      " KData{\n",
      "  size : 200\n",
      "  stock: Stock(SZ, 000001, 平安银行, A股, 1, 1991-01-02 00:00:00, +infinity),\n",
      "  query: KQuery(-200, 9223372036854775807, INDEX, DAY, NO_RECOVER)\n",
      "}\n",
      "--------------------------\n",
      "\n",
      "kind is a instance of Indicator:\n",
      " Indicator{\n",
      "  name: KDATA\n",
      "  size: 200\n",
      "  discard: 0\n",
      "  result sets: 6\n",
      "  params: params[kdata(KData): SZ000001, kpart(string): KDATA, ]\n",
      "  support indicator param: False\n",
      "  formula: KDATA\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "print(\"k is a instance of KData:\\n\", k)\n",
    "print(\"--------------------------\\n\")\n",
    "\n",
    "kind = KDATA(k)\n",
    "print(\"kind is a instance of Indicator:\\n\", kind)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "result_num:  6\n",
      "Indicator{\n",
      "  name: IndicatorImp\n",
      "  size: 200\n",
      "  discard: 0\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): Null, ]\n",
      "  support indicator param: False\n",
      "  formula: IndicatorImp\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "#获取 ind 的结果集数量，如MACD通常返回3个结果集\n",
    "r = kind.get_result_num()\n",
    "print(\"result_num: \", r)\n",
    "\n",
    "#获取第一个结果集\n",
    "x = kind.get_result(0)\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#以下效果相同\n",
    "c1 = CLOSE(k)\n",
    "c2 = KDATA_PART(k, 'close')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "另外一个常用的特殊指标 PRICELIST将 Python 中的类 list 对象包装成ind。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 Indicator{\n",
      "  name: PRICELIST\n",
      "  size: 100\n",
      "  discard: 0\n",
      "  result sets: 1\n",
      "  params: params[data(PriceList): 100, discard(int): 0, kdata(KData): Null, result_index(int): 0, ]\n",
      "  support indicator param: False\n",
      "  formula: PRICELIST\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "x = PRICELIST([i for i in range(100)])\n",
    "print(len(x), x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2 Indicator的特性与参数\n",
    "\n",
    "每一个指标函数，如EMA、HHV，调用后生成一个ind对象，该对象本身可以再次调用生成新的ind。无论指标函数还是 ind 对象调用生成 ind，都是立刻进行计算。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: IndicatorImp\n",
      "  size: 200\n",
      "  discard: 0\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): Null, ]\n",
      "  support indicator param: False\n",
      "  formula: IEma(CLOSE) == IEma(CLOSE)\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "e1 = EMA(CLOSE(k), n=5)\n",
    "e2 = e1(CLOSE(k))\n",
    "e3 = e2\n",
    "print(e1 == e2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "除在指标函数中指定参数外，可以通过 getParam、setParam 方法来获取和修改 ind 对象的参数。修改参数后，ind 本身并不会发生变化，需要调用生成新的 ind，新的 ind 才是使用新参数计算的结果。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: IEma\n",
      "  size: 200\n",
      "  discard: 0\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): SZ000001, n(int): 22, ]\n",
      "  support indicator param: True\n",
      "  ind params: {}\n",
      "  formula: IEma(CLOSE)\n",
      "}\n",
      "22\n"
     ]
    },
    {
     "data": {
      "image/png": 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SEkLLli3Zs2ePK8KRemhfei4/rD9AYZGDUH8r3ePDad84DF8fo9e5eWQQv207wo7DJ1i++zgHMvO4pluTs04JEBERERGRus8lSfHnn39eZkz38OHDuf766xk3btw578/IyGD79u3ceuutrghH6pkdh0/wc9Ih7E4njcMDuKJLY/ytpXubA3wtXNoplm3Rwfy65TB703LZfjibNo1CPBS1iIiIiIjUBi5JisvbfslqtRIVFUXbtm0BGDNmDL169eKBBx5g1qxZbNu2jaFDh5Kens7zzz9PSEgIY8aMcUU4Uo+s25vB79uOAJAYHczFHRvhY6l4TnKbRiFk5BayNPk4S3Ydo2VMsEeGUYuIiIiISO1QY0szb9mypWR4dHh4OB999BEDBgxgzJgxNGvWjBUrVhAREVFT4dRaY8eOZcSIESXvn3/+eUwmU6mfRo0auT2Oyy67jFdffdWlddrtdv70pz/RtGlTgoKC6N27N3/88UepMhkZGYwePZrQ0FCioqJ44oknSlZpHjduHA888EBJ2a0Hs0oS4s5Nw7i0c2xJQuxwOPjggw/o2rVrmTi6N4sg0NeHBb/MJDa28Vlj3rNnD9deey2hoaFERkZyzTXXVDjMf9euXfj6+nL33XdX+s9EREREREQ8q1o9xc2bN8fpdJ61zJl7Ga9YsaLkeMCAAWzZsqU6j66X4uPjmTdvXsl7Hx+XLRperv/973+kpqby17/+1aX1FhUVUVBQwFdffUVwcDCvvPIKl19+OTt27CjZs3r06NEcPXqUX375hf379zNmzJiS5Pj111+nTZs2jB49mj59+rB8t7Hfdff4CAa1iiqZH/zRRx/x1ltvsXPnTuLi4srE8eOM6bwz4WU2J63H6XBQWOQomXt8pieffJKEhAR+//13MjMzeeyxx7j88stZt25dmVWyn3nmGe15JyIiIiLiZdybXYlLWK1WWrZsWWPPe/311/nrX//q8pW7/fz8+OKLL0rev/fee8TExLB8+XIuvfRStm3bxs8//8yaNWvo1q0bACtXruQ///kPTzzxBCEhIYwbN4433niD1977jPTcQnx9zPRNiCy1YNb777/P2LFjycjIYMqUKWXi+Pjjj7n0opF0HnoZX/9rPGtS0+mbEFnhn8XpifU777zDgAED2LFjB23atCk5P3fuXJYvX15qsTkREREREan9amz4tMc5nVCY45mfc/SqV1dKSgomk4kpU6YwYsQIAgMD6d+/P6mpqXzzzTckJCQQFhbG6NGjycvLK7nvo48+okuXLgQFBZGYmMhXX31Vcm3btm0kJSVx4403lpwzmUx88MEHjB07lpCQEFq0aMG333573vEXD4uOjDQS0uXLl9OwYcOShBhg2LBhpKamcvDgQcAYXj5jxgwWb90PQKcmYWV6eVetWsXjjz9e4TLts2bN4uWXXqJjs4YArN6TTm5hUbllz+xp9vf3B4yh4MVycnIYN24cb731FoGBgZX78CIiIiIiUivUn55iWy68dPb5o27zzAHwDXJb9S+88AJvvPEGTz75JGPHjuXKK6/Ex8eHSZMmkZyczNixY+nVqxcPP/wwALNnz+aZZ56hbdu2fPbZZ9x1110MGTKEuLg4Fi5cSN++fcvsCf3yyy/z1FNP8eCDD/Liiy8yduxYhg0bVpLQtmnTpsK5tuVtyZWamsqjjz7KkCFD6N+/Pw6Hg3379tG8efNS5YoXcdu3bx+xsbHEx8cT27gJS5YupV2PAXSLKzsP/VzbLBVfbxjqByaw2R2s2J3G0DYxZ70PjF8oNG3alNatW5ece/jhh+nQoQNXXXUVb7311jnrEBERERGR2qP+JMVeLDk5uaSHEuCOO+7gvffeK3l/7733cskllwBwzz338Pzzz7Nq1Sp69OhBv379+PTTT1m6dGlJUjxt2rSSe8ePH89bb73F6tWriYuLY+fOnaWGBRe7/PLLS7bXeuONN2jdujWrV69m1KhRgJFoV2Y+7Zdffsmdd95JUVERvXr1YsqUKSVJak5OTpme1uL3BQUFJeeimjTj+IFU2lx6EcH+1f8Km0wmitPnDfsy6dQkjMhgv3LLOp1OXnzxRT788EOmT59eMq97ypQp/Pjjj2zYsKHacYiIiIiIiOfUn6TYGmj02Hrq2echLi6OOXPmlLwPDw8vdb1Lly6lyprN5lKrLjdu3JhDhw6VvF+0aBGfffYZ69atY+fOnYCx6jNAenp6Se/v6bp3715y3KJFCwCOHj1aci4xMbFSn+WKK65g3bp1HD58mK+//pquXbsyb948unXrhq+vL4WFhaXKF/cyFyfHmXk2TP6h5J7IpHu8a1YrbxYZxJ7jOXy3eh9Xdm1CozD/UtczMjIYM2YM8+fPZ/r06Vx++eUArF+/nj/96U98//33NGzY0CWxiIiIiIhIzao/SbHJ5NYhzO5ktVpL9nsuz+mrUZvNZkwmU6lFsiwWS8lq4b/99hsXXXQR48eP5/777ycxMbFUEuzr61uqV/b0GM583ukrkLds2bLMiuPFiopOzdcNCwsjLCyMDh06MGzYMLZv386bb77Jl19+ScOGDVm6dGmpe/fu3QucSsTXpqZjKywgKiyI6JDye3WralT7hsxYd4AjJ/L5bvU+LunUiIToYMBI/IcOHUpgYCBr164tlfy/9dZbZGdnlyTJAIWFhSxatIivvvqKbdu20axZM5fEKCIiIiIi7lF/kmIBYPr06fTo0YMnn3wSgK1bt5ZaNCo6OpodO3ZUud45c+ZUazsiHx+fkud3796df/3rX+zYsYNWrVoBMG/ePLp3705ERAT5NjubDmSRnXGczi3LbrVUXUF+PlzXoymzNh5kz/Ecflx/gGHtGtKpSRj33XcfYWFh/Pbbb6WGsAO89NJLJX+OxW6//XaaNWvG+PHjadzYQ3PYRURERESk0pQUewGbzVYyzLlYdXsgGzZsSFJSEj/99BOhoaGMHz++1MJU3bt3Z9KkSVWutzLDpydPnsz+/fsZPHgwPj4+fP311/z+++/89NNPAPTq1YsePXpw5513MnHiRFJSUvj3v//N559/DsDG/ZnkFxSwf9cWRg3uV+UYz8bXx8wVXRrz5ZzlPP/YfRx96nXSe7ZlxowZvP766+zbt69U+YiICGJjY4mNjS11PjAwkLCwsLP27IuIiIiISO2hpNgLpKamlvScFtuyZUuZnsvKePDBB1m5ciXXX389jRs35v333+fXX38tuT5o0CBSU1NJTk4mISHhvGM/XYsWLfj3v//Niy++iNVqpXPnzsyZM4cRI0Zgt9sxmUx899133HvvvQwcOJCGDRvyxhtvcO211+J0Olm/N4PkjasIDw+nQ4cOLo0NwGI20SnGyvF9yeTlnGDeup0UFRXxyCOP8Mgjj5Qq+9hjj/HGG2+4PAYREREREalZSoprmc8++6zU++eff57nn3++wvLOM/ZAHjt2LGPHjq2wztDQUKZPn17q+plzfm+99VbefvttJk6cWO4zKjp3Lv369WPZsmVnLXPmomLFDmTmk11QxKIZX/HAn+8/57ZLcO4/u/L+rHr06MGJrEzmbj7MpgOZfLIomdF9mpXZC7kiv//+e6XKiYiIiIhI7VC5f+lLvfLcc8/xzTffsH37dk+HUmLnkWx2rl/B4ZRtPPzQQ25/3uDWUYT4W8nKs7Fgx9Fz3yAiIiIiIl5JSbGUER8fz+eff87WrVs9HQpg9ErvPJJN+pED/OfjLwgNDXX7M/18LIxqb2yzlLQ/k5RjOW5/poiIiIiI1DwlxVKuUaNGccUVV3g6DACOnCjgRL6NfhdewxUjB9fYc+MaBNI1LhyAuVsOk2+zn/0GERERERHxOkqKpdbbeSQbgBZRgVgtNfuVHdAyiohAX3IKipi/7UiNPltERERERNxPSbHUasVDpwFaxoTU+POtFjOjOjTEBGw7dII1e9JrPAYREREREXGfOp0UV2eFZKldjucUkp5biMVkokVUkEdiiA0LoF9iFAALdhw9r8RY30kRERERkdqlTm7J5OPjg8lkIj09ndDQUCwWS6W28BHPsdvtOBwObDYbDoej5PzOQxlYTQ7iGwRictqxeWheb9cmwdiLClmTmsHSnYdxOmx0bhpR6fudTid2u52srCxMJhM+PnXyr56IiIiIiNepk/8yN5lMREdHk5GRQXq6hrt6A4fDQVZWFseOHcNsPjWAYVvKIex5RURGWzh61LNbIzULgpxwJ5sPnGBxUhZZ6Wm0aVS1lbB9fX2JjIzUL2lERERERGqJOpkUg9FbHBkZicPhKNXzKLWTzWZj7dq1dO7cGavVCsDe47lMXHQYH7OJWwZ3ICzQ18NRwpDoaLZnJPPhwmRYfZy/DG/FrX2bVepes9mM2WxWQiwiIiIiUovU2aQYjB5ji8WCxWLxdChSCQ6HA6vVWpIUz9l6jIx8B4NaRREV5pn5xOW5f3gb7Jj559ztTPhpOz0TounYJMzTYYmIiIiISDXU6YW2xLv9nHQQgAs7NPJwJGU9MKwlF3dsRJHDyV+/XU9BkfYwFhERERHxRkqKpVban5HH+n2ZmEwwqkNDT4dThslkYsJVHYkM8mXroRO8PW+np0MSEREREZFqUFIstdLcTYcA6NWsATEh/h6OpnyRwX5MuKojAO/9sYv1ezM8G5CIiIiIiFSZkmKplX7dcgSonb3Ep7u4UyxXdGmM3eHksW/Xk++hLaNERERERKR6lBRLrZOVb2NZ8nEAhrer3UkxwAtXdCAq2I+dR7KZOHe7p8MREREREZEqUFIstc6C7UcpcjhJiA6iRVTtWXW6IhFBvrx8TScAPlyYzKYDmR6OSEREREREKktJsdQ6v24+DMBIL+glLjayfUMu7RyL0wkT5+7wdDgiIiIiIlJJSoqlVimyO5i/7SjgHUOnT/fIiNaYTfDrlsNs2Jfh6XBERERERKQSlBRLrbJmbwaZeTYiAq10jw/3dDhV0jImmKu6NgHQ3GIRERERES/h4+kARE7321ajl/iCNjH4WFzwOxu7DXYvgLx0sOUZP0V5EN8P4nqff/1neHB4K2asP8D8bUdZm5pOt/gIlz9DRERERERcR0mx1CrFSfGI9i4YOp2XDl/fDKlLy7logotegb7jzv85p2kRFcQ13Zrw7ep9TPx1B1/c6frEW0REREREXEfDp6XWOJwHu4/nYrWYGNQq6vwqy9wHn15sJMS+IdB8ELS6ENpfBYnDACf8/CTM+Rs4HK4Iv8SDw1rhYzaxYPtRVu9Jc2ndIiIiIiLiWuopllpjU7oJgL4JkYT4W6tf0ZEt8NW1kLUfQmJh9PfQsMOp604nLJoI816Ape8YCfTVH4DV/zw/gSE+MpDrejTlm5V7mTh3B1/d3ccl9YqIiIiIiOupp1hqjaQ04+s44nxWnd6zFD690EiIo9rAXXNLJ8QAJhMMehSu+RjMVtg8Hb64EjZNg8z91X/2af58QUusFhOLdh5jefJxl9QpIiIiIiKup6RYaoX03EKSTxjHw9vFVK+Sw5vgq2sgPxPi+sCdP0N4XMXlO18Pt00Fv1DYuwy+HQsT28Ob7eF/Y2Dr7OrFAcQ1COSGnsazn5uxiZyComrXJSIiIiIi7qOkWGqFBduP4cRE24bBNI0IrHoFeRnwza1gy4UWg+H2GRDY4Nz3tRgMd8+DXndDo05gMhu9zJunwzc3w9R7jSS7Gv4yojXRIX5sO3yCJ77fgNPprFY9IiIiIiLiPkqKpVaYV7wVU9voqt/scMDUeyB9N4TFw/WfgzWg8vdHt4ZL/wnjFsFTe2HMTOh7v5Egb/gG3hsAuxdWOazoED/eu7U7PmYTszYc5KOFyVWuQ0RERERE3EtJsXicze5g4U5j3u2wNtVIihe8BjvmgI8/3Phl5XqIK+IXDC0GwUUvwx0/Q0RzyNwLn18OPz8DJw5XqbqezRvw98vbA/DKT1tZvPNY9WMTERERERGXU1IsHrd6TzrZBUUE+zjp3CSsajdv+xl+f9k4vmwiNO7qusDi+8C4xdB9DOCEZf8x5hx/cyts/wUc9kpVM7pvM67r0RSHEx6YvIZ96bmui1FERERERM6LkmLxuPlbjwDQLtyJ2Wyq/I1pu41h0wC9/gRdb3F9cH7BcMW/4ZZvoWlvcBTB1pkw+Xp4qxOs/szY4uksTCYTE67qSKcmYaTn2hj31WpsdtfujSwiIiIiItWjpFg8bv42IyluH1HFhah+fxkKTq40feFLbojsNK1Hwd1z4f5l0PfPENDAWJDrx4fhhwfAln/W2/2tFt4b3Z3wQCtJ+7OYvfGge+MVEREREZFKUVIsHrUvPZfth7Mxm6BteBWS4sz9kPS9cXzxq+Dj654AzxTTDi56CR7bCiOeNxbjWvsV/PdiyNx31lubRgRy54AWAHyyaLdWoxYRERERqQWUFItH/b7NWHW6e3w4gT5VuHHFh8ZQ5mYDoXE39wR3Nj5+MPARGD0VAiLgwBr4YAikLDrrbbf2icfXx8yGfZms3pNeQ8GKiIiIiEhFlBSLR/1+cuj0kFZRlb+pIBtW/9c47vdnN0RVBYkXwD2/G3sc5x6DL66EXb9VWDwy2I9rujUBjN5iERERERHxLCXF4jH5NjuLT27FNKR1FbZiWjcJ8jOhQSK0vshN0VVBRHO48xdod7nRe/3tWDi2s8Lid5wcQj1n0yH2pmklahERERERT1JSLB6zfHcaeTY7jUL9adsouHI3Oeyw7F3juN/9YK4lX2HfQLjmY2OF6vxM+PpGyCt/eHSbRiEMahWFwwmfLUmp2ThFRERERKSUWpJRSH1UvBXTBW2jMZkquRXTttmQnmLM4+1ys/uCqw6rP9w0CUKbwvGdRo+xvajconcONHqLp6zcy4l8Ww0GKSIiIiIip1NSLB5TPJ94aJuYyt+05B3jteed4BvkhqjOU3AM3Pw1WAMh+XeY83S5xYa0iiYxOojsgiK+XXX2VatFRERERMR9lBSLR+w+lkPK8VysFhMDWlZyka19q2DvMjBbodef3Bvg+YjtDNd8aByv+BD+eB0cjlJFzGZTSW/xf5fsxu7Q9kwiIiIiIp6gpFg8onjodO8WDQj2q+ReTEv/Y7x2uh5CY90UmYu0uxyGP2ccz58Ak66FE4dLFbmmW1PCA63sTctj7ubD5VQiIiIiIiLupqRYPGL+yaHTF1R26HRuGmz5wTjue5+bonKxgY/CZW+BT4CxTdP7A2DHryWXA3wt3NI7HoDPlmh7JhERERERT1BSLDUup6CI5clpQBXmE2+eYWx31KiTMTzZG5hM0PMOYx/jmA6Qc9ToMf7l/8BpDJe+rV8zLGYTy5LT2HIwy7PxioiIiIjUQ0qKpcYt3XWcQruDuAYBJEZXcrGspO+N147Xui8wd4lpC3/6DXrfa7xf8m9Y8wUAsWEBXNShEQBfLE3xUIAiIiIiIvWXkmKpcUt2HQdgUKtKbsWUdQBSFhnH3pgUg7Fd0yWvwcgXjfdz/gaZxqrTY/o3B2Da2v1k5BZ6KEARERERkfpJSbHUuCW7jgEwILGSq05vmgY4Ia4PhMe7L7Ca0O8BaNobCk/Ajw+D00mv5hG0iw0l3+Zgysq9no5QRERERKReUVIsNepYdgFbD50AoG9Cg8rdVDJ0+jo3RVWDzBa48j9g8YOdv8K6SZhMJu442Vv85bI92p5JRERERKQGKSmWGrUs2Rg63bZRCJHBfue+IS0Z9q8Gkxk6XOXe4GpKdGsY9jfj+OdnIHM/V3RtTESglX3peczbou2ZRERERERqipJiqVHF84n7V3bodHEvcYvBEFzJlaq9Qb8HoElPKMiEmX/B38fMjb2Kt2dK8WxsIiIiIiL1iJJiqVFLdp6cT9wysnI3bKxDQ6dPZ7bAVe8aw6h3/ALrv+a2fs0wm4xfHGw/fMLTEYqIiIiI1AtKiqXG7M/II+V4Lhazid4tKjGf+PBmOLoFzFZod5n7A6xp0W1g6FPG8Zy/0cSay6j2xvZMn6u3WERERESkRigplhqz9OTQ6U5Nwgjxt577hqTvjNdWIyEgwo2ReVD/ByGmA+SlwdznSrZnmrpmPyfybZ6NTURERESkHlBSLDWmeOh0/8RKDJ12Ok9bddpL9yauDIsVLptoHK/7ir6WLSREB5FnszNnkxbcEhERERFxNyXFUiOcTmfJIlsDWlZika39ayA9BayB0OZi9wbnafF9oMdYAEwzH+XazsaCYtPX7vdgUCIiIiIi9YOSYqkRu4/lcCgrH1+LmR7NKjEUetNU47X1ReAb5N7gaoMRz0NQNBzbxq326QAs2XWMw1n5Hg1LRERERKSuU1IsNWLxyV7i7s3C8bdazl7Y6YTNM4zjDle7ObJaIiACLnwJgPBV/+KSJnk4nPDj+gMeDkxEREREpG5TUiw1Yumu4vnElRw6nbkXrEHGIlv1RafrIWEoFOXzLJ8ATqav0xBqERERERF3UlIsbudwOEtWnq7U/sSbpxmvrS8Ea4AbI6tlTCa49E2w+NL4+BIGWTaTtD+LnUe0Z7GIiIiIiLsoKRa323Ioi/RcG4G+Fjo3DT974dOHTre/0u2x1TqRidDjDgCeC54OOJm+VkOoRURERETcRUmxuF1xL3HvFg2wWs7+lTMdXAcZqcaq061G1UB0tdDAR8DiR6uCTQwwJzF93X6cTqenoxIRERERqZOUFIvbLa7C/sSmrT8YB61GgW+gO8OqvUJjoafRW/yYdSr70nNZvSfdw0GJiIiIiNRNSorFrQqK7CxLTgMqsciW04l5y4/GcYer3BtYbTfgL+DjT3fTNgaak5imPYtFRERERNzCx9MBSN22Zk8GeTY7UcG+tI8NPWvZsLw9mDJSwCeg/g6dLhYaa8wtXv4ef/H5nrs3dOPxC9uw+UAWq/eksyY1neM5hdgdzpIfXx8zfRMiGd42hp7NG+Dro995iYiIiIici5JicasFO44CMKhVNGaz6axlG2esNA5ajQTfIHeHVvsN/AvO1f+lZ9F2OhaspeuLRee8ZdOBLD5ZtJtgPx8Gt46iZ7MGJMYEkxAVRJPwgHO2gYiIiIhIfaOkWNxqYUlSfO6h040zVhjH9X3odLGQRphO6y1eU9iKIaEHGR5+iC4+e4hwpONjz8diz8Niz8fhcLCbpizKacyK/DhWbWzO7I3hgJEI+/mY6dgkjAlXdaTdOXrtRURERETqCyXF4jbHswtI2p8FwMBzJcWHkwguOIzTxx9TqwtrIDovcVpv8Sb/uzAVOuFIxcU7kUwn4D5f432hyY/jhHPQHspRZxgp+xty3/tXMH70cAa1iq6RjyAiIiIiUpspKRa3WXRy1el2saHEhPiftax5q7HAljNxOCa/YLfH5jVCGmHqcy8s/hcmnBDSGGK7QOOuEBZnrNBtDQJrADiK4PAmOLgeDm2AY9vxdRYQy2FizYdLqrzZOZ/XP7+JQ1f+het7NfPcZxMRERERqQWUFIvbLNhuJMWDKzF02rxlBgCOdldoSfQzDf87tLsSwuMgOObsZRMvOHVsy4cTByH7CGQfhuzDONZOIvTgWsb7fMqqHxfxxYEXue2KizCZNNdYREREROonJcXiFk6ns2Q+8eDW5xime3QrprRd2E0+OFvW81Wny2O2QNMeVb/P6g8NWhg/xVX1vBPH8g8omvsiPdlO5zW3MufoA1x094suC9fucPLfX9dQWFjIXRf1xs/H4rK6RURERERcTZ1y4hbbD2dz5EQB/lYzPZpFnL3wyb2Jj4Z0BL+QGoiuHjNbMPe7H9+HVrI/egi+JjsX7fsXW2e+5ZLqbUV2pnz4EjctvoS7Vl7O9IkPciwj0yV1i4iIiIi4g5JicYsF241e4j4tIvG3nqOncPMPABwM7+nusKRYeBxN7p/BwtixALRe9TzZq6acV5Xmgiy2/ftqbjn0GsGmfPxMNm7MmUTev/qQuuJHFwQtIiIiIuJ6SorFLRZUduh0WjIc3ojTZOFgWLcaiExKmEz0uuOfzLBeghknATPvw7l9TrWqKtg0i4Gbn6Fb3hIKnRZ2dnmcw6Pe5aipAXHOg8TPHs2hj2+EnOMu/hAiIiIiIudHSbG4XL7NzordaUAlFtnaMhMAZ7MB2Hw0dLqm+fv6kHD7u/xg748FO/Ypt8OepZWvIHMfhV/fTvD0MUSQxXZnHJsvm0HLq5+lYf9b8X1oNbODr6HIaabRvp/J/OAiyE1z3wcSEREREakiJcXicitT0igoctAo1J+WMefYXmmLMXTa2eayGohMytMpLoI9g97kN3tXfOz5OCbfAOfqMbblwx+v43i7B77bZmB3mvjEfilZo3+ma69BJcXCIhow8pFPeK/NJxx2hhOWtZ2C/14BeRnu/VAiIiIiIpWkpFhcrng+8eDWUWff6ifrAOxbCYCjzcU1EZpUYNzwNrwX838sd7TFXJAFk2+Auc+B3Va6oN0GSd/Du31g/gTMRfksd7RlrO8bFLS7kS7NG5ap22oxc/9NV/N6w9c55gzF7+hGHF9eDflZNfTpREREREQqpqRYXG7hDmN/4kGtzjGfeOss4zWuD4TEujkqORurxczLN/blLsff+G/RhcbJxf+Czy6FzH3GLzDmvwQTO8J3d0J6CoecETxU+ACvNXqT1+6/iSZBFddvMZt4fPQV3G9+jnRnMOYDa2DS9VCQXTMfUERERESkAtqnWFzqSFY+Ww+dwGSCgS3PMZ948wzjtd3l7g9MzqllTDD/uK4Hj0yxsNzRjon+HxGwdzn8py/YcsFpByDL0oBPC4byYdFlXNqjJZOv7ojZ6Thn/Q1D/bnn+isY/WUBX/v+g9C9y2DKrTB6qrEXs4iIiIiIBygpFpdakWIsotShcSgRQb4VF8w5DnsWG8dKimuNK7s2wWQy8cgUE6PymjE57H3i8rcBcKRBD/6ZPoipOd2xm3x45tJ23DWwBSaTCZvt3EkxwIj2DVnU7wJuX2pnst9LBCb/DovfgkGPue9DiYiIiIicRbWGT69fv57u3buzaNGicq8vXLgQk8nEhAkTKqwjKSmJwYMHExAQQEJCAl9++WV1QpFaZvWedAB6xEecveC22eB0QKPOENHc/YFJpV3RpTFv39yNg6ZGDM94ho9jnuEvDd6l94HHmJLXm8RGEfzv3n7cPSjh7HPGK/DUxW3Jb9iN52xjAHDOfwkOrHX1xxARERERqZQqJcVr1qzhhhtuoF+/fqxdW/4/Yp1OJ0888cRZ68nKymLkyJG0aNGC5cuXc+eddzJ27FiWLVtWlXCkFlqTmgFA92bnSIpPrjpNuyvcG5BUyyWdYnnnlu44Lb5MSO3I9APhBPlaePbSdvz44EB6Nm9Q7br9rRbeuaUbP5qGMsveG5OjCL7/ExTmuu4DiIiIiIhUUpWS4qlTp+Ln58fMmTMrLPPxxx/jcDiIj4+vsMxnn32G3W7no48+onPnzjz77LP06tWL9957ryrhSC2Tb7OzaX8mAN3P1lOcnwnJvxvHGjpda13UsRHv3dqDmBA/Luscy6+PDeHuQQlYLee/Pl/LmBDG9m/B32x3cczUAI7vgF+edUHUIiIiIiJVU6U5xePHj8dkMpGSklLu9YMHD/L0008zZ84crr322grrmT9/PsOGDcPX99Sc02HDhvH9999XeE9BQQEFBQUl77OyjO1cbDYbNput5Pj0V6lZa/ekU+RwEhPiR8NgnwrbwbRtDj72QpyRLSmKSIRy2lBqhyGtGrD4iSEl7ytqn+q0390DmjF5RSp/KbiXr3xfhlWfUJQwHGerUecXtFSJ/u55L7Wdd1P7eS+1nXdT+3kvd+Z8VUqKzzZ/0Ol0MmbMGG655RZ69Ohx1nqSk5O55JJLSp2Lj49n3759Fd7z8ssv88ILL5Q5/8svvxAYGFjq3Ny5c8/6fHGPeftNgIVG1jx++umnCst1T/kvccBOSxs2z55d6prazrtVtf2GxJiYmdqJSc6LuNX0M0VTxzG/7UsUWkPdFKFURH/3vJfazrup/byX2s67qf28V3Hb5ea6buqdy1affu2119i7dy8zZsw4Z9ns7OwyiWxgYGCpnuAzPf300zz66KMl77OysoiLi2PUqFGEhhr/gLbZbMydO5eRI0ditVqr+UmkumZOXgcc4ZLebblkQPPyCzns+Lz1MAAtLryX5vH9AbWdt6tu+11QaGfFW4t48cRNXBy5kwY5OxkVtAnHiPFujFZOp7973ktt593Uft5Lbefd1H7e68y2Kx457AouSYrnzJnDhAkTWLJkCQEBAecs7+fnR2FhYalz+fn5ZRLlM+/x8/Mrc95qtZb5Qpd3TtzL6XSydm8GAL1aRFb855+6GvLSwT8Mn+YDwFL6K6i2825VbT+r1cpDw1vx7PQkXsi7gX/xEpZ1k7EM+xv4hbgxUjmT/u55L7Wdd1P7eS+1nXdT+3mv4rZzZfud/4o5wCuvvEJubi69evXC398ff39/9uzZwwsvvIC/v3+Z8k2aNGHv3r2lzu3du5eEhARXhCMesDctj2PZhfhazHRoHFZxwe1zjNeWI8skxFI/3dgrjuaRgfyQ2570gHgoyIR1X3s6LBERERGpJ1ySFH/++eds2rSJdevWlfw0btyYP//5z6xbt65M+YEDB/Lbb79ht9tLzs2bN4/hw4e7IhzxgNWpaQB0aBKKv9VSccHipLj1hTUQlXgDq8XMY6Pa4MTMO7kjjZPL3wOHw7OBiYiIiEi94JKkOD4+nrZt25b6sVqtREVF0bZtWwDGjBnDO++8A8Ddd99NRkYGDzzwAElJSYwfP56NGzfy0EMPuSIc8YA1ezIA6HG2rZgy9sKRTWAyQ8sRNROYeIVLO8XSsUkoXxcMIN8nBNKSYccvng5LREREROoBlyTFlbFlyxb27NkDGMOnf/zxRxYtWkSPHj2YNm0as2fPplmzZjUVjrjY6j3pAHRvdpakeMfJXuK4PhDYoAaiEm9hNpu4vW9zcvHnR8vJ3uJl73o2KBERERGpF6o1qbN58+Y4nc6zljlzL+MVK1aUej9kyBA2btxYncdLLZNTUMTWQ8bqbz3OlhRr6LScxagODXlmmomJmUO5LmAGpt1/wOFN0LCDp0MTERERkTqsxnqKpe5avzcDhxOahAfQMLTswmoAFObC7gXGcSslxVJWeKAvA1pGcYAodkZeYJxc9p5ngxIRERGROk9JsZy3NanG0Olu8eEVF9q9AIryISweYtrVTGDidS7tHAvAu/mjjBMb/gc5xzwYkYiIiIjUdUqK5bwVzyc++9Dpn43X1heCyVQDUYk3GtW+IT5mE9OONSE/pivYC2DVfz0dloiIiIjUYUqK5bw4HE7WpGYA0L2ilaedzlMrCWs+sZxF8RBqMPFHxHXGyZUfQVGhR+MSERERkbpLSbGcl+RjOWTm2fC3mmnfOLT8QoeTIGs/WAOh+aCaDVC8TvEQ6rcPtYfgRpB9GDZN83BUIiIiIlJXKSmW87Lm5NDpzk3CsVoq+DoVD51OGArWChbiEjmpeAh10uF8jre/3Ti57D/GiAMRERERERdTUiznpXiRrbPuT7ztZFLcalQNRCTeLjzQl4GtogCYahoJPv5wcD2kLvNwZCIiIiJSFykplvOy6lyLbGUdhP2rjOM2F9dQVOLtLulkDKH+fls+dL7BOLnsXQ9GJCIiIiJ1lZJiqbaM3EJ2HskGzpIUb5ttvDbtBSGNaigy8XYXtm+E1WJi66ETpLYaY5zcOhPS93g2MBERERGpc5QUS7UVb8WUEB1EgyDf8gttnWW8tr20hqKSuiAs0HpyFWqYfiDMmI/udMCKDz0bmIiIiIjUOUqKpdpWphhJcc+KeonzM2H3AuO47WU1FJXUFcVDqGdvPAh97zdOrvkSCrI9GJWIiIiI1DVKiqXaVu9JA6BnswblF9gxFxw2iGoDUa1qMDKpC04fQr0zrB80SISCTFj/tadDExEREZE6REmxVEtBkZ31+zIB6Nm8gp7irTONVw2dlmo4fQj17KTD0Pc+48Ky98Dh8GBkIiIiIlKXKCmWaknan0VhkYPIIF9aRAWVLVBUYPQUg4ZOS7VdevoQ6i43g18YpO2CnXM9HJmIiIiI1BVKiqVaiodOd28WgclkKlsg+Q8ozIaQWGjcrYajk7pi1OlDqDOB7rcZF1Z+7NG4RERERKTuUFIs1bLqXItsnT502qyvmVRPWKCVgcVDqDcehJ53Ghd2zIW03R6MTERERETqCmUrUmVOp7NkO6Zy5xM77Kf2J9Z8YjlPxatQz9pwECITIXE44IRVn3o2MBERERGpE5QUS5XtPpbD8ZxCfH3MdGwSVrbAvpWQc9SY/9lsYM0HKHVK8RDqbYdPsPPICeh1t3Fh7Zdgy/NscCIiIiLi9ZQUS5WtOtlL3KVpGH4+lrIFiodOtx4FPr41GJnURacPoZ614RC0vhDC4iAvHTZN83B0IiIiIuLtlBRLla0+OZ+4R3n7EzudsKV4PrFWnRbXuOT0VajNFuh5h3FBC26JiIiIyHlSUixVturkytPlLrJ1dBuk7waLH7QcXsORSV1VZgh1t9vB4gv7V8P+NZ4OT0RERES8mJJiqZK0nEJ2Hc0BoEd5SfGu34zX5gPAL6QGI5O6rMwQ6uBoaH+VcXHlJ54LTERERES8npJiqZLiVacTo4OICCpnvnDyfOM14YIajErqg0s7NwZODqGGUwtuJX0HuWkeikpEREREvJ2SYqmSU0Ony5lPXFQIKYuN44ShNReU1Asj2zcsPYQ6rjc06gRF+bBusqfDExEREREvpaRYqqR4ka1y9yfevwpsORAYBQ071nBkUteFBVgZ1CoaODmE2mQ61Vu8+jNjkTcRERERkSpSUiyVVlBkZ8P+TAB6Ni+npzj5d+M1YQiY9dUS1yu1CjVAx2vBJwCO74ADWnBLRERERKpOmYtU2uo96RQWOYgK9qN5ZGDZAruK5xMPrdG4pP4oM4TaLwTaXmpc3PA/zwYnIiIiIl5JSbFU2h/bjwIwuHUUJpOp9MX8TGN7HNAiW+I2ZYZQA3S+0Xjd+B3YbR6KTERERES8lZJiqbQ/thlJ8ZDW0WUvpiwGpx0aJEJ4XA1HJvVJ8RDqWRsPGCcShxnz2HOPnRqtICIiIiJSSUqKpVIOZ+Wz9dAJTCZKeupKSdbQaakZxUOotx/OZsfhE2DxgU7XGRc3fOPZ4ERERETE6ygplkopHjrduWk4Dcrdn/h34zVRQ6fFvUoNoS5ecKt4CPXWWZCf5aHIRERERMQbKSmWSilOissdOp25H45tB5MZmg+s4cikPrr0zFWoG3eDyFbGnsVbfvRgZCIiIiLibZQUyzkV2R0s2nEMqCApLu4lbtwNAsrZv1jExUacOYTaZIIuJ3uLN0zxbHAiIiIi4lWUFMs5rd+XSWaejbAAK12ahpUtULI/sYZOS80odwh1pxuM190LjNELIiIiIiKVoKRYzql46PTAVlH4WM74yjidpyXFQ2s0LqnfygyhjmgG8f0BJyR957nARERERMSrKCmWczrrfOIjWyDnCFgDIa53DUcm9VmZIdQAnU/2Fq/XEGoRERERqRwlxXJWaTmFbNiXAVQ0n/jkVkzN+oOPX80FJvVeWICVwWcOoe5wFVh84cgmOLDWc8GJiIiIiNdQUixntXDHUZxOaNsohIah/mUL7NL+xOI5l5wcQv1z0iHjREAEtL/SOF70lmeCEhERERGvoqRYzqpk6HSbcnqJbfmQssg4ThxWg1GJGIa1jcFsgq2HTnAwM884OfAR43XzDDi63XPBiYiIiIhXUFIsFXI4nCzYfpatmFKXQlEehMRCTPsajk4EIoJ86RoXDsDv24xf4NCwA7S5FHDCojc9FpuIiIiIeAclxVKhzQezOJZdQKCvhZ7NGpQtsGue8Zo4zNgnVsQDLmgTA8D8rUdOnRz8mPG64X+QnlLzQYmIiIiI11BSLBUqHjrdPzEKX59yvio7fzNeNXRaPOiCtkZSvHjnMQqLHMbJJj2M76XTrrnFIiIiInJWSoqlQot3GkOnB7eOKnsx66Cxwi8mJcXiUe1jQ4kK9iOn0M6qlLRTFwb91XhdNwmyDngmOBERERGp9ZQUS7nybXZW7UkHjJ7iMnad7CVu3A0CyxlaLVJDzGYTQ08uBDd/22lDqJsPgPh+YC+EJW97KDoRERERqe2UFEu51qZmUFjkIDrEj8TooLIFiucTtxxes4GJlKM4KS5ZbKvY4JO9xav+CznHajgqEREREfEGSoqlXEt3GQlE/8RITGcuouWwn9qfOFFJsXjeoJbRWMwmdhzJZl967qkLicMhtquxSvqydz0Wn4iIiIjUXkqKpVxLdh0HjKS4jIPrIC8N/EKhac+aDUykHGGBVnrERwBn9BabTDDoUeN4zRdgt3kgOhERERGpzZQUSxk5BUWs25sBVDCfuHjV6RaDwWKtucBEzmJIyRDqI6UvtLkEgqIh5yjs+MUDkYmIiIhIbaakWMpYtSedIoeTJuEBxDUILFtA84mlFirer3jxzuPk2+ynLlis0OUm43jtVx6ITERERERqMyXFUsaS0+YTl5GfCXtXGMfaiklqkXaxITQM9SPPZmfl6VszAXQdbbxunwMnDtd8cCIiIiJSaykpljKWFs8nbllOUrx7ATjt0CARIprXbGAiZ2EymRja2ugtnr/1jFWoY9pC017Gd3fDNx6ITkRERERqKyXFUkpmno2k/ZkA9Esobz6xhk5L7XVB2wrmFQN0O9lbvPYrcDprMCoRERERqc2UFEspK3an4XBCQlQQjcL8S190Ok/NJ9ZWTFILDWgZhY/ZRPKxHFKO5ZS+2OEa8AmAY9th3yrPBCgiIiIitY6SYimleD5xv/LmEx/dBhmpYLZC84E1HJnIuYX4W0u+u9+v2Vf6on8odLjKOF77Zc0GJiIiIiK1lpJiKaVkPnF5WzFtnm68Jl4AfsE1F5RIFdzYKw6AKSv3YrM7Sl8sHkKdNBUKz+hJFhEREZF6SUmxlDieXcDWQycA6JvQoGyBTdON1w5X11xQIlU0qn0jooJ9OXKigHlbzphb3GyAsUBc4QnY/INH4hMRERGR2kVJsZRYlmxsY9O2UQiRwX6lLx7ZCke3GEOn21zigehEKsfXx8z1PY3e4skrUktfNJlObc+kPYtFREREBCXFcpqzzic+feh0QHiNxSRSHTf3igdgwfajpB7PLX2x682ACfYsguO7aj44EREREalVlBRLibPOJ9bQafEi8ZGBDGplfI+/XnlGb3FYU0gcZhyvm1zDkYmIiIhIbaOkWADYm5ZL8rEczCbo3eKM+cQaOi1e6NY+Rm/xt6v2UlhUwYJb6yaDw17DkYmIiIhIbaKkWACYt+UwAD2bNyAswFr6YsnQ6WEaOi1eY3i7hkSH+HEsu5BfNh8qfbHtpRAQAScOQPJ8zwQoIiIiIrWCkmIB4NeTq/SObNew7MWSodNX1Vg8IufLajFz08ntmSYvP2MItY8fdLrBONaCWyIiIiL1mpJiISvfxvLdxnzi4e1iSl/U0GnxYjf2isNkgiW7jpN8NLv0xeIh1FtnQW5azQcnIiIiIrWCkmJhwfaj2OxOEqKDSIgOLn1RQ6fFizWNCGRo62gAvj5ze6bYztCoM9gLYeO3HohORERERGoDJcXCr5uN+cQaOi110Y0nt2eateEgTqez9MVutxmva7+s4ahEREREpLZQUlzPFdkdzN92FDAWJipFQ6elDhjaJppAXwsHMvPZuD+z9MVO14HFFw5thIPrPROgiIiIiHiUkuJ6btWedDLzbEQEWukeH176ooZOSx3gb7Uw5OQQ6jmbzliFOrABtL3MONaCWyIiIiL1kpLieq546PQFbWPwsZzxddg603htf0UNRyXiWhd1bATAz0mHyl4sXnBrw//All+DUYmIiIhIbaCkuB5zOp3M3VLBfOL0PcaQUpMZWl/sgehEXOeCtjFYLSZ2Hc1h55EzVqFOGAqhTSA/A7bN9kR4IiIiIuJBSorrsV1Hs9lzPBdfi5lBJ4eXlihODuL7Q1BkzQcn4kKh/lb6JUYB5QyhNlug6y3G8fpvajgyEREREfE0JcX12K9bjgDQNzGSYD+f0he3zjJe215aw1GJuMeFHYzREL+cmRQDdLzOeN31G+Rl1FxQIiIiIuJxSorrsVNbMcWUvpCbBnsWG8dtteq01A0j2zfEZIL1+zI5kJFX+mJMW4hpDw6bhlCLiIiI1DNKiuup49kFrE5NB8rZimn7z+B0QMNOENG85oMTcYOYEH96xEcAFfQWd7jaeN00rQajEhERERFPU1JcT83fdhSnE9rHhtI4PKD0RQ2dljrqwg7GKtRzNh0ue7H9Vcbrrt8gL73mghIRERERj1JSXE+t3pMGwOAzF9gqzIWd84xjDZ2WOqY4KV6RkkZaTmHpi9GtoWFHcBSd+sWQiIiIiNR5SorrqaT9WQB0bhpW+kLy71CUB2Fx0KhzzQcm4kbxkYG0iw3F7nDy65Zyeos7XGW8agi1iIiISL2hpLgestkdbDt0AoCOjc9Iik8fOm0y1XBkIu531lWo25+cV5z8u7HgnIiIiIjUeUqK66Edh7MptDsI8fchrsFp84ntRadW3tV8YqmjiodQL9hxjJyCotIXo1oaC8w5imDrTA9EJyIiIiI1TUlxPZR0IBMweolNp/cG710OeWngHw7x/T0TnIibtW0UQrPIQAqLHPyx/WjZAhpCLSIiIlKvKCmuhzbtP5kUNwktfaF46HSbi8HiU8NRidQMk8lU0lv8c9JZtmZK/gNyjtdgZCIiIiLiCUqK66GkA8YiWx2bnDaf2OmEbdqKSeqH4nnF87ceobDIUfpiZKKxyJzTDlt/9EB0IiIiIlKTlBTXM3aHk80nk+IOpy+ytX8NpKeATwAkDvNMcCI1pFtcBNEhfpwoKGLJrmNlCxT3FmsItYiIiEidp6S4ntl9LJs8m51AXwstooJOXVj/tfHa7nLwDSr/ZpE6wmw2Maq90Vs8Z9NZtmbavQCyDtZcYCIiIiJS45QU1zPF+xO3jw3FYj65yFZRISR9Zxx3uclDkYnUrOJ5xXM3H8LucJa+2CAB4vuB0wFrvvBAdCIiIiJSU5QU1zNJJYtsnTZ0escvkJcOwY0gYahnAhOpYX0TIgnx9+FYdiFrUtPLFuh1t/G6+r9gt9VscCIiIiJSY5QU1zPF2zF1aHzaytPFQ6c73wBmiweiEql5vj5mRrQ7OYS6vFWo210OQdFw4uCp/btFREREpM5RUlyPOBxONu0/Y+Xp3DTYPsc47nKzhyIT8YziVajnbD6E03nGEGofP+h+u3G88uMajkxEREREakq1kuL169fTvXt3Fi1aVHJu3rx59OnTh5CQEGJjY3nooYfIz8+vsI74+HhMJlOpn2PHylkFVlxmb3ouJwqK8PUx0zIm2DiZ9D04bMYWNA3bezZAkRo2uHU0fj5m9qblsflgVtkCPcaCyWwsuHV0W43HJyIiIiLuV6WkeM2aNdxwww3069ePtWvXlrq2ZcsW7rnnHhYtWsTEiRP5/PPP+fvf/15hXWlpaUyaNIkdO3aU/DRo0KB6n0IqpXiRrXaNQrBaTjZ98dBp9RJLPRTo68OQ1tFABatQh8dD64uM41Wf1mBkIiIiIlJTqpQUT506FT8/P2bOnFnm2gMPPMBdd91Fly5duOmmmxg9ejRz584tt57CwkJycnLo1KkTLVu2LPkxmzWa2502Fc8nLh46fXQ77F8NJgt0us6DkYl4TvEq1L9sKmdeMUCvu4zXdZOhMKeGohIRERGRmuJTlcLjx4/HZDKRkpJyzrJ2u53IyMhyr6WlpQEQFRVV6WcXFBRQUFBQ8j4ry+j1tNls2Gy2kuPTX6W0jfsyAGjXMBibzYZ57WQsgCNxGHa/CPDgn5vazrt5c/sNbtkAi9nE1kMn2Hkok2aRgaULxA/CJ6IFpvTdFK37Bme32z0TqJt4c9vVd2o776b2815qO++m9vNe7sz5TM4yq8ucW0pKCi1atGDhwoUMHDiw1LWCggLmzJnDmDFj+Oabb7jwwgvL3L9p0yY6duyIn58fkZGR9OjRgwkTJtC5c+cKn/n888/zwgsvlDk/efJkAgMDy7lDTud0wrOrLGQXmXi0UxHNghyM3PQogbY0Vjb/Mwci+ng6RBGP+c9mM9szzVwRb2d4k7L/SUw88hMd939NRkA8f7QZDyaTB6IUERERkWK5ubnccsstZGZmEhoaeu4bzqJKPcXn0qZNG7Zv346vry8vv/xyuQkxGItsLVu2jMDAQFJSUnjllVcYMmQIGzdupGnTpuXe8/TTT/Poo4+WvM/KyiIuLo5Ro0aV/CHYbDbmzp3LyJEjsVqtrvxoXu9gZj7ZyxZgMZu48+oL8d+/BJ91aTj9Qul6w1N0tQZ4ND61nXfz9vZLi0zlhZlbOWSO4pJLepUtkNcP57+nEZ6XyqVdonE27V3zQbqJt7ddfaa2825qP++ltvNuaj/vdWbbFY8cdgWXJsWzZ88mPT2djRs38uKLL7Jq1SomT55cplxISAh9+hg9k506dWLo0KHEx8fz9ddf8/jjj5dbt5+fH35+fmXOW63WMl/o8s7Vd9uOGEPWW8UEExzoDzuNbZhM7a/EGnh+v1lxJbWdd/PW9hveLpYXZm5lTWoG+XYI8T/jM1hjoON1sO4rfJa/Cy0GeCZQN/LWthO1nbdT+3kvtZ13U/t5r+K2c2X7uXRlq8TERHr27Mkdd9zBp59+ytdff8327dvPeV9ISAgtW7Zkz549rgxHTpO031hkq2R/4pST22m1HO6hiERqj/jIQJpHBlLkcLJ01/HyCw14CDDB1plwcEONxiciIiIi7uO25Z59fIxOaLvdfs6yGRkZbN++nZYtW7ornHqveOXpjo1DITcNDicZF5oNPMtdIvVH8dZMf2w/Wn6B6DbQ8Vrj+I9XaygqEREREXE3lyXFt912GzNnziQpKYnp06dz9913M3DgQNq1awfAmDFjeOeddwCYNWsWb775JmvWrGHevHlcfvnlhISEMGbMGFeFI2co3qO4Y5Mw2LPEOBndFoKjPRiVSO0xpM2ppLjC9QeHPIF6i0VERETqFpclxeHh4YwbN46ePXvy2GOPceWVV5baz3jLli0lw6PDw8P56KOPGDBgAGPGjKFZs2asWLGCiIgIV4UjpzmSlc+hrHzMJmgXG3pq6HRz9RKLFOubEImvxcy+9Dx2H6tgP2L1FouIiIjUOdVaaKt58+ZlelLefvtt3n777QrvWbFiRcnxgAED2LJlS3UeLdWwYZ8xdLpVTAhBfj6nkuJmdW+xIJHqCvT1oVeLCBbvPM4f24+SEB1cfsEhT0DS96d6i2Mr3kpORERERGo/t80pltpjw74MADo1DSs9n1g9xSKlnHNeMai3WERERKSOUVJcD6w/2VPcpWnxfGInRLWB4BjPBiZSywxpbfydWJZ8nHzbWRYJ1NxiERERkTpDSXEd53Q62XhyO6bOTcNhz2LjgnqJRcpo3TCYRqH+5NscrExJq7igeotFRERE6gwlxXXcvvQ80nIKsVpMtI0NgZSFxgUlxSJlmEwmBreOAuCPbWcZQg2le4t3/ur+4ERERETELZQU13HFi2y1bRSKX2EmHNJ8YpGzKR5CfdZ5xWD0FvcZZxz/+AgUZLs5MhERERFxByXFdVzxIludm4ZB6lKM+cStNZ9YpAIDW0ZhNsGOI9kcyMg7e+Fhz0JYPGSmwm8TaiZAEREREXEpJcV13IaSRbbCtT+xSCWEBVrpGhcOwIJz9Rb7BcPlE43j5e/DvlXuDU5EREREXE5JcR3mcDhJOrnIVqemYUqKRSqp0kOoAVqOgM43AU744UEoKnRvcCIiIiLiUkqK67DkYzmcKCjC32qmVUgRHNpoXGimpFjkbIa0MfYrXrTjGDa749w3XPgSBEbCkc2w+C33BiciIiIiLqWkuA4rnk/csXEYPvuWUTKfOKShR+MSqe06NQkjKtiXEwVFLNxRid7ioEi4+DXjeMHrcHSbewMUEREREZdRUlyHFc8n7qz5xCJVYjGbuLxLYwCmrtlfuZs6XgutRoG9EGb/FZxON0YoIiIiIq6ipLgOK7XydPH+xM0GeC4gES9yTbemAMzdfJisfNu5bzCZ4JLXweIHuxfA5unuDVBEREREXEJJcR1lszvYdCALgK5R9lPzidVTLFIpHZuE0jImmIIiBz9vPFS5myKaw8BHjOM5f4PCHLfFJyIiIiKuoaS4jtp++AQFRQ5C/H2Iz1wNOCGmPYQ08nRoIl7BZDJxdbcmAExdu6/yNw78C4THQ9Z+WPhP9wQnIiIiIi6jpLiOOjWfOAzz7t+NkwlDPRaPiDe6sqsxr3hZchr7M/Iqd5M1AC582The8jYc3+Wm6ERERETEFZQU11HFSXGnJuGwa75xUkmxSJU0jQikT4sGAExfW8kFtwDaXgqJw41Ft356UotuiYiIiNRiSorrqOJFtvqGZ0HGHjD7aJEtkWq4prsxhHra2v04K5vcmkxw8atgtsLOubD9ZzdGKCIiIiLnQ0lxHZRvs7Pt0AkAutjWGieb9ga/YA9GJeKdLu4Ui5+PmZ1Hsknan1X5G6NaQb8/G8dzngGH3T0BioiIiMh5UVJcB20+mEWRw0lkkC/hhxYbJxMv8GxQIl4q1N/KiPYNAaO3uEoGPw4BEZCWDFtnuSE6ERERETlfSorroI0n5xN3aRKMKfkP46TmE4tU2zUnV6H+Yf0BiuyOyt/oFww97zKOl7zthshERERE5HwpKa6D1u/NAGBExGHIzwC/UGjc3aMxiXizwa2jiQzy5Vh2AQt3HqvazX3uBYsv7FsBqcvdE6CIiIiIVJuS4jpo3cmkuI9zg3Gi+SCw+HguIBEvZ7WYubyLsT3TV0v3VO3m4BjocpNxvOTfLo5MRERERM6XkuI6JjPXRvKxHADiM1YYJzWfWOS83d6vGSYTzNt6hO2HT1Tt5n4PGK9bZ2nfYhEREZFaRklxHbNhfwYArRtYsO4/OVRT84lFzltCdDAXtm8EwIcLkqt2c3QbaH0R4ISl/3F9cCIiIiJSbUqK65ji+cRXNUgFeyGENoXIlp4NSqSOuHdIAgAz1u3nYGZe1W7u/6Dxum4S5FRxXrKIiIiIuI2S4jpm3V5j5emBlo3GiYShYDJ5LiCROqRbfAS9WzTAZnfy38UpVbu52QBo3A2K8mHlJ26JT0RERESqTklxHeJ0OksW2Wp5YpVxUkOnRVxq3Mne4snLU8nMs1X+RpPpVG/xig/BVsWeZhERERFxCyXFdcjBzHyOZRcQY84iMG2zcTJhiGeDEqljhraOoXXDYLILipi8PLVqN7e7EsLiIfcYrPnSPQGKiIiISJUoKa5DinuJr4s4ubptw47GdjAi4jJms4l7BicC8Oni3RQU2St/s8UHBj5sHC/8p3qLRURERGoBJcV1SPEiWyN8k4wTGjot4hZXdGlMo1B/jp4oYMbaA1W7udvtRm9x9iHNLRYRERGpBZQU1yFGT7GTdrkrjROtRnoyHJE6y9fHzF0DWwDw/h+7KCxyVP5mH18Y8oRxvOhNKMh2Q4QiIiIiUllKiusIu8PJxv2ZtDOlElBwDKyBEN/P02GJ1Fk39Y6jQZAvycdy+HDBrqrd3OVmaJAAucdhxQfuCVBEREREKkVJcR2x80g2uYV2RlpPbsXUfBD4+Hk2KJE6LMTfynOXtQfg3/N2svNIFXp8LT4w5CnjePG/IT/TDRGKiIiISGUoKa4jiucTX+h/cj5xyxGeC0aknriya2OGtomm0O7g6akbcDiclb+503UQ1QbyM2Dpu26LUURERETOTklxHbF2bwZB5NHWtsk40XK4ZwMSqQdMJhMTrupIoK+FlSnpTFpRhS2azBa44GnjeNm7kJvmniBFRERE5KyUFNcR6/dm0M+8GYvTDhEtIDLR0yGJ1AtNIwJ54sI2ALz601YOZlZhm6V2VxpbpxVkwZJ/uylCERERETkbJcV1QF6hnW2HTzDEvN44oaHTIjXqtn7N6RYfTnZBEf83PQmns5LDqM1muOAZ43jFR5CX7r4gRURERKRcSorrgE0HMrE7HAz32WCc0NBpkRplMZt49drOWC0mft1yhJ+SDlX+5jaXQEx7KMzWvsUiIiIiHqCkuA5YtzeDFqZDNOYImK3GytMiUqNaNwzhviHGtIV/zNpCvs1euRtNJhj4iHG87D2wVWH4tYiIiIicNyXFdcD6fZkMNp/sJW7WD/yCPRuQSD1139CWNA7zZ39GHh8uSK78jR2ugbB4yD0Ga79yX4AiIiIiUoaS4jpg3d50zScWqQUCfC08fUk7AN79fScHMirZ62vxgf4PGsdL/g32IjdFKCIiIiJnUlLs5Y6eKOBIWib9zJuNE0qKRTzqss6x9GoeQb7Nwas/b638jd1GQ2AkZKTC5ului09ERERESlNS7OXWpKbTy7yNAFMhhMQaC/aIiMeYTCb+fnkHTCaYse4Aq1Iquf+wbyD0uc84XjQRKruCtYiIiIicFyXFXm5Navqp+cSJw41Fe0TEozo2CePGnnEAvPDjZhyOSia4ve8G32A4nAQ7f3VjhCIiIiJSrM4kxY4iG2v+cztFB9bhtNvKLVOUn8PGJT+RfmR/DUfnPmv3ZDDUvM54o62YRGqNx0a1IcTPh437M/luzb7K3RQQAT3GGseLJrotNhERERE5pc4kxat++54+GbO59vCb5LzWngNTHsV5aCMUFVC4aSa7P7iZwlcS6PTLTfi/242Ub5+G/CxPh31ebHYHafu30dq8H6fJAokXeDokETkpOsSPh4a3AuDNX7Zjszsqd2Pf+42t1fYshuTf3RegiIiIiAB1KClu0aYLS6Jv4LgzlAhHOo23fILp/YEUvRSH77e30uLgbALJ54QzgAAKaL7pXXLe6ETR0vehqNDT4VfL1oMnGORYZbyJ72f0MolIrXF7/2ZEBftyKCufeVsOV+6msCbQ8w7jeOYj2rdYRERExM3qTFIc3awdve55l1nt32JS85eZ4+hNodOCj6OAg84GfGO5nFm9vsD+RArftPgHuxyxBBVl4DPnSWzv9IWsg57+CFW2JjWd4eY1AJjaXOzhaETkTH4+Fm7sZcwt/nLZnsrfOOxZY+G8tGT44zU3RSciIiIiUIeS4mJh/j7ccOuf6PzYD0zsMpO/NfqQZVf+wbXPfMGll15JeJA/N415gOTr5zLedA9HnWFYM3aR/81Yr9sbdPPuvfQxn9zyRUmxSK10c+94TCZYvPM4u45mV+4m/zC45A3jeMm/4VCS+wIUERERqefqXFJcLDYsgCev6c8/xt3I1d3jsVpKf9SRneK4+y8v8mzE65xwBuB/YBn8Nt5D0VaP357fsZrs5IYmQGSip8MRkXI0jQhkeNsYACYtS638je0ug3aXg6MIfngQHHY3RSgiIiJSv9XZpLgyYsMCeOzmS3iq6E/GicVvwdbZHo2pso6eKKBr3jIALG3VSyxSm93atxkA363eS15hFZLbi18HvzA4sAZWfOim6ERERETqt3qdFAO0bhhCg1438mnRRQA4p4+D9BTPBlUJa1OOcsHJrZj82l/q2WBE5KyGtIomrkEAWflF/Lj+QOVvDI2Fkc8bx/PGQ0YVeppFREREpFLqfVIM8MjI1rzjcztrHC0x5WfC/8aALd/TYZ3V4c0LiTBlk2sJgbg+ng5HRM7CbDZxax+jt/ir5VVYcAug+1iI7w+2HPj5adcHJyIiIlLPKSkGGgT58ucR7flz4cNkEAIH18HUu2v1Viihqb8CcLThYLD4eDgaETmXG3rG4etjZsO+TNbvzaj8jWYzXDYRTGbYOhP2rXJbjCIiIiL1kZLik27r24yAqHgeLPwzdpMPbPkRPrsUTlRyb9EaZLM76Ji9BAC/Dho6LeINGgT5cmmnWAC+qsr2TAAxbaHLzcbxvBdcHJmIiIhI/aak+CRfHzPPXtaOhY7O3GZ7BrtfBOxfDR8Ph8ObPR1eKclbN5JoOoANCzHdlBSLeIvRfeMB+GH9ATJyC6t289CnwOILuxfArvluiE5ERESkflJSfJoL2sQwqFUUS4ra8mDQazgatITMvfDJKNgx19Phlcja8AMA2/06YQ4M92wwIlJp3eMjaBcbSkGRg0nLq7hoVng89LzTOJ73Ijidrg9QREREpB5SUnwak8nEC1d0ICzAyuwDQTwU+CqOZgOh8ARMug5+fBjy0j0dJmF75wFwrPEFHo5ERKrCZDJxz+AWAHyyaDe5hUVVq2DQX8EaZGzRtHWmGyIUERERqX+UFJ8hITqYT8f2xN9qZubOAp4IeB5nz7uMi6s/g3d6w8bvPNdLk5dBQu4GAAI6XuaZGESk2i7v3Jj4BoGk5RQyuaq9xcHR0O9+4/i3CeCowp7HIiIiIlIuJcXl6NGsAe/d2gOL2cR3644wgbtxjp0FUa0h5wh8fxd8dQ0c2VrjsZ1YORkf7OxwNKFthy41/nwROT8+FjP3D00E4MMFyeTbqpjY9n8QAiLg6FbYMMUNEYqIiIjUL0qKK3BB2xhev64zYAxzfHd3Ixi3CC54Fix+sOs3eLcvfHsHHNlSM0EVZOO7+A0Afgq8nFB/a808V0Rc6pruTYkN8+fIiQK+Xb2vajf7h8HAR4zj+S/X6q3jRERERLyBkuKzuKZ7U569tB0Ar8/ZxlMztpHf/1G4fym0vQxwwqap8G4/+HYsHN3u3oCWvYtfwXF2Oxpi63Kbe58lIm7j62Nm3BCjt/j933dhszuqVkHveyCkMWSmwi/PuiFCERERkfpDSfE53D0ogScvaovJBN+s3Mu17y1hD43gpklGz3G7yzGS42nw4RBIXe6eQHKO4Vj8LwD+WXQD1/Vu4Z7niEiNuLFXHFHBfuzPyGPa2v1Vu9kaAFe+bRyv/Bg2/+D6AEVERETqCSXFlXDf0ES+vLMPDYJ82XQgi8veXsQvmw5Bo05w41cwbjE0GwC2XJh8PRza6PogFv4Tc2E2Gx3NOd7sYppFBrn+GSJSY/ytlpKVqN+dvxO7o4qL97UcAQP+Yhz/8ACk73FtgCIiIiL1hJLiShrYKopZDw2ke3w4J/KLuOfL1Tzx3XqOZRdAo45w63cQ3w/yM+HLq+H4Ltc9PCMV58qPAXit6Cau79XMdXWLiMfc2qcZ4YFWUo7nMnPDgapXMOxZaNLT+O/O93eD3eb6IEVERETqOCXFVRAbFsCUe/tx10Cjd+d/q/ZxwRu/88mi3dgs/nDLFGjUGXKOwhdXQmYVF9CpyPyXMNkLWWzvwFprNy7uGOuaekXEo4L8fLhrgPHfk/d+34Wzqlu9Waxw3SfgFwb7VsD8l9wQpYiIiEjd5uPpALyN1WLm/y5rzyWdGvH3HzaRtD+L8TM38/WKVMZf2ZF+o6fCfy+C4zvh8yug47Xg4wsWX2PVanuB0auTnwn5WeC0Q9Ne0GIwRLcD8xm/pzi0EdZ/A8CrRTdxea8mBPhaPPDJRcQdbu/fnHd/38XWQydYmnyc/olRVasgojlc8W/4dgwsmggtBkHiMLfEKiIiIlIXKSmuph7NGjDjzwP5dtVeXpuzjZ1Hsrntk+V8d19/ut4+Az69CNJ2wYLXzl1Z0vfGa2AUNB8IZh9IT4GMPUavM/Czow8bnIm80LOp+z6UiNS4sAAr1/ZowlfLUvnv4pSqJ8UAHa6C3XfCqk9h6j3GOgchDV0eq4iIiEhdpKT4PFjMJm7qHc/FnWJ5dMo65m09wgOT1zDroUGE3fETrP6v0SNsL4SiQqOX2Mff2GfUL9R4tRfAniXGT+4x2Dy9zHNy/GN5KfMmWjcMpmtceI1/ThFxr7H9W/DVslR+3XKY1OO5xEcGVr2SC1+C1GVwZDNMuxdGTy078kREREREylBS7AJhAVbevLErl729kL1peTz53QbeG90d0/DnKlfBoMeMpPnAGtizGMxWY0hkRDMIb8YtnySRmpHJsz3jMJlMbv0sIlLzWsYEM7h1NAu2H+XzpSn832Xtq16JNQCu+y98OBSS58OSf8HAR1weq4iIiEhdo24EFwkLsPLOzd2xWkz8vOkQXy6r4vYoPr4Q39dIkAc8BO2vgNgubM00s35fJj5mE1d1a+Ke4EXE4+4Y0ByA/63cS3ZBUfUqiWkLl5ycsjFvPOxd4ZrgREREROowJcUu1CUunCcvagvAhJlbSNqfWaaM0+lkb1ouPycd4s1ftvHU9xuYtHwPO49kl1p5NjPXxuyNB3n+h00ADG8XQ1SwX818EBGpcUNaRZMQFcSJgiK+X30eK9d3uw06Xmcs4vfdXZCX7rogRUREROogDZ92sbsGtmBZchq/bjnMnyev4YoujTmWXUhaTgHHsgvZeSSbzLzSe4l+s3IvAFHBfvRuEcHBzHzW783AcdruLLf00d7EInWZ2Wxi7IDmPDdjE58tSeG2vs0wm6sxXcJkgssmwv5VxoJ9PzwEN3xhnBcRERGRMpQUu5jJZOKN6ztzyb8Wsud4Lm//trNMGavFRKuYEDo0DiU6xI81qemsSc3gWHYBszceKinXMiaYwa2iGdEuhv4tq7EirYh4lWu7N+X1OdvYfSyHP7Yf5YK2MdWryD/UmF/8ySjY8gOsmwzdbnVtsCIiIiJ1hJJiNwgP9OXjMb34eGEyQX4+RAb7EhnkS4MgP5pFBtKqYTB+PqX3Gs632Vm/N4M1qRk0CLIyqFU0jcMDPPQJRMQTgvx8uLFnHB8v2s2ni3dXPykGaNIdLngG5r0APz1p7F8cHu+6YEVERETqCCXFbtK+cShv3ti10uX9rRb6JETSJyHSfUGJSK03pn9zPl28m4U7jpG0P5OOTcKqX9mAh2H7z7B3OUy/H27/Qds0iYiIiJxB/zoSEalF4hoEcmnnxgA8NXUDRXZH9SszW+Cq98AaCCkLYcUHLopSREREpO5QUiwiUsv836XtCAuwkrQ/iw8XJp9fZZGJMGqCcfzr83B023nHJyIiIlKXKCkWEallYkL9ee6y9gC89esOdh7JPr8Ke94JicOhKB+m3Qt227nvEREREaknlBSLiNRC13RvwpDW0RQWOXjy+w3YT9+jrapMJrjyHfAPgwNrYf4/XBeoiIiIiJdTUiwiUguZTCZeuqYTwX4+rN6TzhdLU86vwtDGcNlbxvGiibBp+nlGKCIiIlI3KCkWEamlmoQH8NTFbQF47edt7E3LPb8KO14D/R4wjqffD4c3n2eEIiIiIt5PSbGISC12S+94+iY0IM9m5+8/bDr/Cke8AC2GgC0HvrkF8jLOv04RERERL6akWESkFjObTbx0dScsZhO/bT3C2tT086vQ4gPX/RfC4iF9N5bp94LzPLZ9EhEREfFySopFRGq5hOhgrunWBICJv+44/wqDIuGmSeATgDl5Hu0PfHv+dYqIiIh4KSXFIiJe4MFhrfAxm1iw/Sir96Sdf4WxneGKtwFodWQW5sUTz79OERERES+kpFhExAvERwZyXY+mAEyc64LeYoDO12Mf+jcALL//Axa87pp6RURERLxItZLi9evX0717dxYtWlRybt68efTp04eQkBBiY2N56KGHyM/Pr7COpKQkBg8eTEBAAAkJCXz55ZfVCUVEpN748wUtsVpMLNp5jBW7XdBbDDgGPMLm2OuMN79NUGIsIiIi9U6VkuI1a9Zwww030K9fP9auXVvq2pYtW7jnnntYtGgREydO5PPPP+fvf/97ufVkZWUxcuRIWrRowfLly7nzzjsZO3Ysy5Ytq/4nERGp4+IaBHJ9zzgAJs7d7rJ6dzS6AvvQZ403v02AP5QYi4iISP1RpaR46tSp+Pn5MXPmzDLXHnjgAe666y66dOnCTTfdxOjRo5k7d2659Xz22WfY7XY++ugjOnfuzLPPPkuvXr147733qvcpRETqiT9f0BJfi5mlycdZsuuYy+p1DPgLDD/5i8z5E2Dlxy6rW0RERKQ286lK4fHjx2MymUhJSTlnWbvdTmRkZLnX5s+fz7Bhw/D19S05N2zYML7//vsK6ysoKKCgoKDkfVZWFgA2mw2bzVZyfPqreA+1nXdT+9WcmCAfbujZhK+W7+XNX7bR865QTCZTtesr1XZ9H8RcVIjlj5dx/vw0RQ27QmwXF0Uurqa/d95N7ee91HbeTe3nvdyZ81UpKa7MP7wKCgqYM2cOU6ZM4Ztvvim3THJyMpdcckmpc/Hx8ezbt6/Cel9++WVeeOGFMud/+eUXAgMDS52rqIdaaj+1nXdT+9WMVjbwMVlYtSeDv/33ZwY2cp53nSVt52xL77BuxGaupeCrm/mj7YsUWQLPfrN4lP7eeTe1n/dS23k3tZ/3Km673Nxcl9VZpaT4XNq0acP27dvx9fXl5Zdf5sILLyy3XHZ2dplENjAwsFRP8JmefvppHn300ZL3WVlZxMXFMWrUKEJDQwHjtwVz585l5MiRWK1WF3wiqSlqO++m9qt5OdG7eW3ODqbt8eGa4T3p2SyiWvWU23Z5/XF+MozgzL1cbPsJ+2Ufw3n0Rot76O+dd1P7eS+1nXdT+3mvM9uueOSwK7g0KZ49ezbp6els3LiRF198kVWrVjF58uQy5fz8/CgsLCx1Lj8/v0yifOY9fn5+Zc5brdYyX+jyzol3UNt5N7VfzblvaCs2H8xm5oaDPPjNBn58cACxYQHVrq9U21lj4PrP4NOLMG+ZgbnFIOj9J9cELi6nv3feTe3nvdR23k3t572K286V7efSfYoTExPp2bMnd9xxB59++ilff/0127eXXSG1SZMm7N27t9S5vXv3kpCQ4MpwRETqLJPJxGvXdaZtoxCOZRcw7qs15NvsrntA054w8kXjeM4zcGCd6+oWERERqUVcmhSfzsfH6IS228v+I23gwIH89ttvpa7NmzeP4cOHuyscEZE6J9DXhw9v60l4oJX1ezP4v+lJOJ3nP7+4RN/7oM2lYC+Eb8dCQbbr6hYRERGpJVyWFN92223MnDmTpKQkpk+fzt13383AgQNp164dAGPGjOGdd94B4O677yYjI4MHHniApKQkxo8fz8aNG3nooYdcFY6ISL0QHxnIOzd3x2yCb1fv48tle1xXuckEV/0HQptC+m74+SnX1S0iIiJSS7gsKQ4PD2fcuHH07NmTxx57jCuvvLLUfsZbtmxhzx7jH2tNmjThxx9/ZNGiRfTo0YNp06Yxe/ZsmjVr5qpwRETqjYGtonjq4rYAvPjjZpYnH3dd5QERcM0HgAnWfglbfnRd3SIiIiK1QLUW2mrevHmZIXpvv/02b7/9doX3rFixotT7IUOGsHHjxuo8XkREzvCnQQkk7c/ih/UHuH/SGn58cCCNw6u/8FYpzQfCgIdh8Vvww0PQtBeENHJN3SIiIiIe5rY5xSIiUnNMJhOvXtuZ9rGhHM8p5N4vV7t24a0L/gaNOkNeGky/HxwO19UtIiIi4kFKikVE6ogAXwsf3NaDiEArG/dn8sy0ja5beMvHF679GHz8Ydc8WPmRa+oVERER8TAlxSIidUhcg0DeucVYeGvqmv18tiTFdZVHt4FRE4zjX/4PDq53Xd0iIiIiHqKkWESkjhnQMopnLjFW/p8wawtrU9NdV3mvu6HVKLAXwFfXQVqy6+oWERER8QAlxSIiddBdA1twaedY7A4nD3+zjhP5NtdUbDIZw6gbdoKcI/DlNZB9xDV1i4iIiHiAkmIRkTrIZDLx0tWdaBIeQGpaLn//YZPrKvcPg9HfQXgzY//ir66F/CzX1S8iIiJSg5QUi4jUUWEBVt66qWvJ/OIZ6/a7rvKQRnDbNAiKhkMb4JtbwJbvuvpFREREaoiSYhGROqxX8wY8OKwVAM9OS2JvWq7rKo9MhFu/A98QSFkIk6+HjL2uq19ERESkBigpFhGp4x4c1pIezSI4UVDEw9+spcjuwj2GG3eFmyYZWzXtXgDv9oWVn5x9H2OHw1i5evG/jFWs106CA+vAlue6uEREREQqycfTAYiIiHv5WMy8dWNXLvnXQtakZvDS7K08d3l71z0gYQiMWwQz/gx7l8OsRyFpKlz8CpitkJcGuWmQfRj2LIbkPyD3WNl6TGaIbAkdroZef4LgaNfFKCIiIlIBJcUiIvVAXINAXrm2M3+evIZPF++mcbg/dw9KcN0DolrBHT/Bio9g3guwZxG8P7Di8tYgaD4QwuPh6FY4nAR56XBsO/zxKix6C7reDP0eMOoWERERcRMlxSIi9cSlnWPZl96Wl3/ayoRZW4gO8eOSDjGue4DZAn3HQesLjd7i5N/BLxQCG0BAA+M1tgskXABNe4GP76l7nU44ccjoSV76HziwBlZ/Zvx0uAaueg+s/q6LVUREROQkJcUiIvXIPYMTOJSVz38Xp/DXb9cT7t/d9Q9p0MJYmdrpNPY1rgyTCUJjodN10PFaSF0KS96GbT/BpqmAE679FMxaCkNERERcS/+6EBGpR0wmE/93aXsu7RyLze7k/q/XsS/HbQ+r/n3N+sPNXxvJtdkKm6bBr8+5Nj4RERERlBSLiNQ7ZrOJN2/oQt+EBuQU2Hl3s4VlyWmeDqt8iRfAlf8xjpe8Dcs/9Gw8IiIiUucoKRYRqYf8fCx8eHtPOjUJJafIxJjPVvHRgmScTqenQyury40w7P+M45+egK2zPBuPiIiI1ClKikVE6qlQfyuT7+pFr2gHDif8Y/YWHvh6LTkFRZ4OraxBj0H3MYATvrsL9q/xdEQiIiJSRygpFhGpx/ytFm5NdPD8ZW3xMZuYteEgV7+7mP0ZeZ4OrTSTCS59E1qNgqI8+PXvno5IRERE6gglxSIi9ZzJBLf2iWfKvX2JCfFj++Fs7vliFfk2u6dDK83iYyTGJgvsXgAH13s6IhEREakDlBSLiAgAPZo1YOr9/WkQ5MumA1k8M21j7ZtjHB4HHa8xjpe849lYREREpE5QUiwiIiWaRgTyzi3dsJhNTF2zny+W7vF0SGX1e8B4TfoeMvd5NhYRERHxekqKRUSklP6JUTx9cVsAxs/czIrdtWy7psZdofkgcNph2XuejkZERES8nJJiEREp466BLbi8S2OKHE7un7SGQ5n5ng6ptP4PGa+rP4f8TM/GIiIiIl5NSbGIiJRhMpl49dpOtG0UwrHsAu6ftBqb3eHpsE5pOQKi20LhCVjzhaejERERES+mpFhERMoV6OvDB7f1IMTfhzWpGfzr1x2eDukUs/nU3OJl74Hd5tl4RERExGspKRYRkQo1iwzilWs6A/Cf33eyZNcxD0d0ms43QFAMZO2HTdM8HY2IiIh4KSXFIiJyVpd2juXGnnE4nfDolPWk5xR6OiSDjx/0udc4XvxvcNSi4d0iIiLiNZQUi4jIOf39ivYkRAdxKCufJ77fUHv2L+55J/iGwOGNsPJjT0cjIiIiXsjH0wGIiEjtF+jrw79v6sY17y5h7ubDfLVsD7f1a35edWYXFLEyJY1dR7LZdTSbnUey2ZeeR4uoIHq3aEDv5g3oFh9BgK/lLIE1gBF/h9l/hXkvQJuLITzuvOISERGR+kVJsYiIVErHJmE8cVEbJszawvhZW+jQJIzu8RHVqmvd3gzu/XIVh7MKylw7mJnPkl3HAbBaTAxrG8PEG7sS6FvB/7J63gUbv4O9y2DWo3DL/8BkqlZcIiIiUv9o+LSIiFTanQNacEGbaAqLHNz28XKWJR+vch3frtrLDR8s5XBWAbFh/lzSqREPDWvJv27qynfj+jHhqo5c0aUxjUL9sdmdzNl0mEenrMfhqGDIttkMV7wNFl/Y8YuRIIuIiIhUknqKRUSk0sxmE+/c0p0/fbGKJbuOM+bTFXxwWw+Gtok55702u4N/zNrCZ0tSABjVviFv3tiVYL/S/yvq2bwBo/s2w+l0sjT5OGM/XcnPmw7x+i/bePKituVXHt0aBj8B8yfAz09C4jAIijzfjysiIiL1gHqKRUSkSoL8fPh0bC+GtY2hoMjBn75Yxc9Jh856z770XG7/ZEVJQvyXEa14f3SPMgnx6UwmE/0To3j1uk4AvPf7Lr5dtbfihwx4GGI6QO5x+PmpKn8utyvIhn2rYM0X8PurcHC9pyMSERER1FMsIiLV4G+18P7oHjwyZR2zNh7kz5PX8OjI1tzYK46oYL+Scvk2Ox/8kcx7f+wk3+YgyNfCmzd25cIOjSr9rKu7NSX5aA5v/7aTZ6ZtJL5BIH0SyukF9vE1hlF/MgI2/g+63AgtR7ji41ZNUSEc3wlHNp/82QKHN0HGntLlfn8JWl0IQ56Apj3L1uN0am60iIhIDVBSLCIi1eLrY+ZfN3XF32rh+zX7eH3ONt6cu52hraO5pntTLGaYMGsL+9LzAOjTogH/uLojLWNCqvysR0a0JvloDrM2HuTer1Yz488DaBYZVLZg0x7Q+15Y/h7MfR4ShhlzjmvKtp9h6p+gIKv868ENIaYdWINg+0+wY47xkzAUWgyGtN2Qlmwk1XkZ0OEqowe8YYea+wwiIiL1jJJiERGpNh+Lmdev60zP5hF8s3Iv6/dmMG/rEeZtPVJSJjbMn2cuacdlnWMxVbPn02w28cb1XdiXnsv6fZlMnLudt27qVn7hIU/AuknG3sWbp0HHa6v1zCrbvwa+uwNsucbeyTHtoGF7iDnt5/R5zsd3wcI3YcM3kPy78XOmDVOMn1ajYMBfoFl/9R6LiIi4mJJiERE5L2aziZt7x3Nz73h2Hslm6pp9TFu7n/TcQu4a2II/X9Cy4u2UqiDA18ILV3bkqv8s5qekQ7yQZyMswFq2YGAD6P8gzP8H/PYPaHclWNz8v7uMVJh8o5EQJw6HW6aApZzYTheZCFf9x0jil38AOUeNcw0SITIBHHZY+h/Y8oOxqvaOX4wFxK75WIuIiYiIuJCSYhERcZmWMcE8cVFb/jqqDSYT1e4ZrkiXpmG0bhjM9sPZzNxwgFv7NCu/YN/7YPn7kLYL1k+G7re7NI5S8jJg0vWQcwQadoTrPzt3Qny6iGZw0UvlX4vrbfQoL3kb1k2GXb/BR0PhpskQWcFK3CIiIlIlWn1aRERczmw2uTwhBiPJvr5HHAD/W7Wv4oJ+ITDoMeP491fBlu/yWABjUa3/3QZHt0JILNzyP/APde0zIhPh8rfgnt8hooXRK/3xSEybp7n2OSIiIvWUkmIREfEqV3Vrgo/ZxPq9GWw/fKLigj3vgtAmkLUPVv/XPcH89DjsXgC+wUZCHNbknLc4HE4OZORhdzir9qyG7eGe+cYQ6qI8fKb9ifb7pxjDrEVERKTalBSLiIhXiQ7x44K2MQBn37fY6m/M1wVY8IaxT7Ar7VkKqz8DTHDdfyG281mLH8su4L3fdzHkjfn0f+U3LnprAT9tPIjjjOTY6XSy+UAW09fu53h2QelKAiLg1u+g/0MAtDoyC8vX10H2EURERKR6NKdYRES8zg0945i7+TDT1u7niYvaYrVU8DverrfC4n8Z2xwtfw8GP+6aABwO+PlJ47j7bdB6VLnFnE4nK3an8dXyVH5OOojNfioB3nEkm/smraFD41AeHdmaZpGB/Lj+IDM3HGDX0RwAAn0t3NavGfcMSiCyeP9nswVGjacopgP88BA+KQvh/YFw7SfQYpBrPp+IiEg9oqRYRES8ztA20UQF+3Isu5D5W48wqkOj8gtarHDB3+D7u2DhROhwjTFH93yt+woOrge/UBj2XJnLmXk2pq7Zx6Tlqew8cqqHuktcOKP7xDOkdTRfLdvDJ4t2s+lAFnd9vqrU/b4+ZhqH+ZNyPJcP/kjmiyV7uL1fM+4ZfCo5dna4lgXb0hh27HNMR7fCF1fABc/AwMdqdm9mERERL6ekWEREvI7VYuaa7k35cEEy367eV3FSDEYivPozSFkI390Jd80FH9/qPzw/E+a9aBwPeRKCo0sunci38dLsLUxbu598mwMwenuv7NqEW/vE07FJWEnZR0e1YeyAFnywYBefL0mhyO5kcOtoLuscy8j2DQn28+G3rUd469cdbNyfyQcLkpm2dj+T7u5Dq4YhAGT7N6Fo7BysvzxtrLL92wQ4uMFYAdtsqf5nFBERqUeUFIuIiFe6voeRFP+29QhHTuQTE+JffkGzGa7+AN4fAAfXwW/jYdT46j94wesn9xRuBb3vKXXppdlb+XqFMc+5TcMQRveN58puTQj1L3+LpgZBvjx9cTv+Mrw1dqeTYL/S/1se3q4hw9rG8NvWI7w0ewu7juZw44fL+OLO3rSJCTQK+QbB1e9B8wEw81FjX+OfnoBL3gA3rAAuIiJS12h8lYiIeKVWDUPoGheO3eFk+tr9Zy8c1gSueMc4XvJv2DW/eg89thOWvW8cX/RyqR7nbYdOMGVlKgDvj+7Bz38ZxG39mleYEJ8uwNdSJiEuZjKZGN6uId+N60+nJmGk5RRyy0fLWLs3o3TBbqPh2o8AE6z82JhLLSIiIuekpFhERLzW9T2bAsaexWeu4lxGu8ug553G8bR7IedY1R845xlw2KDVKGg1stSll3/agsMJF3VoxEUdG7l8n+aIIF8m/akPPZtFkJVfxB2frWZn5hmF2l8JF75kHP/6d9j4nUtjEBERqYuUFIuIiNe6vEtjgv182Hkkm+/X7Dv3DaP+AdFtIfswTL/fWEW6Mk4chmnjYMccMPvAhS+Xurxwx1F+33YUH7OJpy5uW41PUjmh/la+uKs3A1pGklNo5/0tFuZtPWM7pn73Q98/G8fT74PdC90Wj4iISF2gpFhERLxWqL+Vh4a3BODVn7eSlW87+w2+gcbWRRY/I8F9rx+s+xrsFdxXVAiL/w1v94D1Xxvnhv0fRLUsKWJ3OPnHrC0A3NavGc2jgs77c51NoK8Pn4zpxQVtorA5Tdw/eR1fLE0pXWjUBKPX2F4I39wKB9a6NSYRERFvpqRYRES82tj+LUiIDuJYdiH//nXHuW9o1BGufMfYTunoVpg+Dv7VFZa+a/SqbppuzMn9/VV4rz/M/T8oPAGNu8Pdv8HAv5Sq7vs1+9h66ASh/j48NKyVOz5iGf5WC/+5uSv9Yhw4nPDcjE28NHvLqSHkZjNc/SHE94OCTPj8CtiztEZiExER8TZKikVExKv5+ph57rL2AHy2JIWdR06c+6bON8AjSTDieQiKgax9MOdp+Pwy+HYMzHoMfn8Jju+AwChjka6750HTHqWqyS0s4o052wB4cFgrIoLOY6unKrJazNyY4ODREUav9YcLknnw67Xk2+wnC/jDrd9C80FQkAVfXg27fqux+ERERLyFkmIREfF6Q9vEMKJdQ4ocTl74cTNO5zkW3QLwD4OBj8BfNsJlb0GjzhDV2uhdbXsZdB8Dw/8OD66G7rcZva9n+GjBbo6cKCCuQQC392/m+g92DiYT3DckgYk3dsFqMTFr40Hu+XL1qR5jvxAjMW45EoryYPKNsGVmjccpIiJSm2mfYhERqROeu6w9C3YcZeGOY/yy+TAXdmhUuRut/tDzDuOnCvJtdj5elAzAExe2xc/HUtWQXebqbk1pGOrPXZ+tYsH2o3ywIJn7hiYaF60BcNNkmHo3bJ4B/7sdrv0YOl7jsXhFRERqE/UUi4hInRAfGcg9gxIAGD9z86lhxG4yZ9MhTuQX0SQ8gEs7xbr1WZXRPzGKF67oAMA/f9nG2tT0Uxd9fOHaT6HLLeC0GytvH93moUhFRERqFyXFIiJSZ9x/QSKxYf7sS8/j8yUpbn3Wd6uNLaCu7dEUs9m1exJX1/U9m3JZ51iKHE4e+mZt6dW4LT5w5X8gYagxlPq7O8GW77FYRUREagslxSIiUmcE+vrwyMjWAHy6eDcFRe7pLd6fkceinccAuK57U7c8ozpMJhP/uLoTTcID2JuWx7PTkkrPrzab4eoPjMXDDicZK2uLiIjUc0qKRUSkTrmqaxMahvpxOKuAGesOuOUZ09bsw+mEPi0aEB8Z6JZnVFdYgJV/39wVi9nED+sP8P2a/aULhDSCq983jld8CFtn13yQIiIitYiSYhERqVN8fczcNbAFAB8tSD61ErOLOJ3OkqHT1/eMc2ndrtKjWQMeGWHsmfzcjCS2HsoqXaDVSOj3gHE8437Ics8vD0RERLyBkmIREalzbu4dT4ifDzuOZDN/2xGX1r0yJZ2U47kE+Vq4pFMlV7j2gPuGtqR/YiS5hXbGfLqCfem5pQsM/zvEdoW8dPj+T+Bw78JkIiIitZWSYhERqXNC/K3c2tfYN/iDP5JdWve3q/YCcEmnWAJ9a+/Ohhazifdu7UHrhsEczirg9k9WkJZTeKqAjy9c9yn4BsOeRbBhiueCFRER8SAlxSIiUifdMaA5vhYzK1LSWL0n/dw3VEJOQRGzNh4Eau/Q6dOFBVr54s4+NAkPIPlYDnd8tpKcgqJTBSITYcgTxvFv/9Bq1CIiUi8pKRYRkTqpYag/V3drAsCHC3a5pM6fkg6RW2ineWQgvZpHuKROd2sU5s/nd/YmItDK+r0Z3DdpDTa741SB3vdAaBPI2gcrP/ZcoCIiIh6ipFhEROqsPw1OAOCXzYfZdTT7vOsrHjp93f+3d9/RUVR9GMe/u5teIQktkACh996b9C5NsaGIDVGxYBc7vqJiFxtYUIoFpCiCdKT3FnoNEGoIJIGE1J33jwUUE0gCW7Lk+ZyTw2Rn5s5vuZkkT2bm3gZlMJkKxtzEeVGxeADf3dsIX08LS3bH8frv2/5Z6ekLbV+yLS99H84nuKRGERERV1EoFhGRG1bF4gF0rF4Cw7CNRH099sWdY/WB05hM0LcAzU2cV/Uii/LFXfUBmLj6EBsO/euW8jp3QLFqtkG3ln/iogpFRERcQ6FYRERuaA+3sV0t/nXd4cuDYD4kpWYwZMJ6ANpULkZ4EV+71edMbasWp39DW6B/ZfpWsi5OV2W2QPtXbcurvtQUTSIiUqgoFIuIyA2tQdkQetcNx2rAsF82kZKemftO/5KRZeXRiRvYfeIcJYK8Gdm3loMqdY7nu1QlyMeDbUeTmLj64D8rqnSFiKaQeR4Wv+O6AkVERJxMoVhERG54b/SqSalgH2LiU/jfnzvyvJ9hGLwyfStL95zCz8vCtwMbUSrYPa8SXxQa4M2zXaoCMGrOLk6dS7OtMJmg4xu25Y3jIW63iyoUERFxLoViERG54QX7evL+rXUA2/O0i3adzNN+Xy/Zz89rD2M2wae316Nm6WBHluk0dzaOpGbpIM6mZvLO7J3/rIhsClW6g2GFhSNcV6CIiIgTKRSLiEih0KJiGINalAPguSlbOJ2cfsVts6wGE1YdvBQYX+lRnQ7VSzijTKewmE282asmAFPWx7Iu5vQ/K9u/Aphgx+9wbItrChQREXEihWIRESk0nu9SlYrFA4g7m8ZLU6Mvn68XsFoNZkcfo8vHS3h5+lYA7m1ejkEtyruiXIeqH1mU2xpGAPDKjG1kXvy/KF4NavazLevZYhERKQQ8XF2AiIiIs/h4Wvj4trr0/nw5f207To3X5lCtZCA1SgcTFebPtI1H2HY0CYAgHw8Gt6nAw20quLhqx3muSxX+2nacHceSmL31OD3rhNtWtHketk2FXX/C0Y0QXs+1hYqIiDiQrhSLiEihUrN0MP/rU5MgHw/SM61sjk1k0upDvPXnDrYdTcLfy8Lj7Sqy9Pl2PNq2IhazydUlO0xogDcDm5cD4PvlB/5ZUawy1OpvW1400vmFiYiIOJGuFIuISKFzW6NI+jeM4NDpFKKPJBJ9JJHdx89SrVQQD7SKIsTfy9UlOs2AppF8uXgvGw4lsOlwAnUjithWtHkOoifDnjlweC1ENHJpnSIiIo6iK8UiIlIomUwmyob606N2OC92rcb3gxrzXJeqhSoQAxQP9Ll02/RlV4tDK0CdO2zLi992QWUiIiLOoVAsIiJSyN13YSCxP7cc43hi6j8r2jwLZg/YtxAOrnRRdSIiIo6lUCwiIlLI1SwdTOPyIWRaDcavivlnRdFyUG+AbXnR/8AwXFGeiIiIQykUi4iICPddmMN50upDpGZk/bOi1TNg9oSYpbBpkmuKExERcSCFYhEREaFj9ZKUKerLmZQMpm888s+KIhFw0/O25VnPQNwu1xQoIiLiIArFIiIigsVs4t4L0zN9t/wAxr9vlW45DMq3gYwUmDwIMs67pkgREREHUCgWERERAPo3isDfy8LuE+dYvjf+nxVmC/QdC/7F4OQ2mPOS64oUERGxM4ViERERASDIx5NbG0YA/5meCSCwBPQdA5hg3XewbZrzCxQREXEAhWIRERG55J5mZQFYuOskh0+nXL6yQjto+ZRt+ffH4fR/grOIiIgbUigWERGRS6KKBdCqUhiGARNXH8q+QdvhENEE0pLgj8c1TZOIiLg9hWIRERG5zICmtqvFv6z9z/RMABYP6PM1ePjAgSWw5RcXVCgiImI/CsUiIiJymfZVixMe7MOZlAxmRR/LvkFIeWjznG15znBIOe3cAkVEROxIoVhEREQu42Exc9eFq8U/rjyY80bNhkKxqpByCua/5sTqRERE7EuhWERERLLp3zACT4uJTYcTiI5NzL6Bhxf0+Ni2vOFHOLjSqfWJiIjYyzWF4s2bN1O/fn2WLVt26bWDBw/Sr18/goKCCA0NpW/fvhw8eIW/LgORkZGYTKbLPk6dOnUt5YiIiIidFQv0plutUgCMXxWT80Zlm0G9u23LM5+CzHTnFCciImJH+QrFGzZsoH///jRr1oyNGzdetu75558nKiqKxYsXM2XKFGJiYujZsydWqzXHtk6fPs3EiRPZs2fPpY+QkJBrfyciIiJiV3dfuIV6xqajJKRcIfB2fBP8QiFuB6wc7cTqRERE7CNfoXjq1Kl4e3szc+bMbOtGjRrFqFGjqF+/Pm3btmX06NFER0ezZ8+ebNump6eTnJxMrVq1qFix4qUPs1l3c4uIiBQUDcoWpVqpINIyrUxeF5vzRn4h0Ol/tuW/34PEI84rUERExA488rPxiBEjMJlMxMTEZFsXERFx2ec+Pj4AZGVlZdv29GnbKJVhYWF5PnZaWhppaWmXPk9KSgIgIyODjIyMS8v//lfch/rOvan/3Jf6zn05q+/ualyGl2dsZ/yqGO5uUgaL2ZR9o+r9sKwfh/nwKqwL3iKr56cOrelGoHPPfanv3Jv6z305MvOZDMMw8rtTTEwM5cuXZ+nSpbRs2TLHbYYMGcLMmTM5cOAAHh6XZ+9t27ZRs2ZNvL29CQ0NpUGDBrz11lvUrl37isd8/fXXeeONN7K9PmnSJPz8/PL7FkRERCQP0rLgtfUWzmeZ6FMui5tK5fxrQ9HkvbTe/SYGJhZXHUGSb6STKxURkcIkJSWFO++8k8TERIKCgq6rrXxdKc4LwzB48803GTNmDNOnT88WiME2yNaqVavw8/MjJiaGd955hzZt2hAdHU2ZMmVybPfFF19k2LBhlz5PSkoiIiKCTp06XfpPyMjIYN68eXTs2BFPT097vzVxIPWde1P/uS/1nftyZt+llYzlld+389cRTx7r05zIkJz/GG2duhnzjhm0SV9EVr9fHFqTu9O5577Ud+5N/ee+/tt3F+8ctge7huKEhAQGDhzIokWLmD59Oj179sxxu8DAQJo0aQJArVq1uOmmm4iMjOSnn37i2WefzXEfb29vvL29s73u6emZ7Qs6p9fEPajv3Jv6z32p79yXM/rurqbl+HPrcVbtP80rv+9g4gNNMJlyuI264+uwaxbm/QswH1oGFdo6tK4bgc4996W+c2/qP/d1se/s2X92G9kqLi6OFi1acPToUTZu3HjFQJyTwMBAKlaseNUpnERERMQ1zGYT7/arjY+nmRX74vl57eGcNwyJgkb325bnvQJXmIFCRESkILFbKB4yZAjBwcEsXbqUChUq5GvfhIQEdu/eTcWKFe1VjoiIiNhR2VB/nulUBYC3/9zBscTzOW/Y+jnwDoLj0RD9qxMrFBERuTZ2CcUpKSnMmDGD/v37Exsby969ey99xMfHAzBw4EBGj7bNX/jnn3/y4YcfsmHDBhYsWEDPnj0JDAxk4MCB9ihHREREHGBQi/LUiSjC2bRMXp62lRzH6vQPhVYXxgBZMAIyrhCeRURECgi7hOJTp06RmZnJU089RaVKlS77GDlyJAA7duy4dHt0kSJFGDt2LC1atGDgwIGULVuWNWvWULRoUXuUIyIiIg5gMZsYdUttPC0mFuw8yR9bjuW8YZOHIagMJMXC+nFOrVFERCS/rmmgrXLlyl321+HIyMic/1r8L2vWrLm03KJFC3bs2HEthxYREREXqlwikEfbVuTj+Xt4d/ZOOtcogbeH5fKNPH1tV4v/HAZrv7WF5JwG5hIRESkA7PZMsYiIiBQOg1tXoESQN0cSzjNh1aGcN6rdH7wCIH4PxCxzboEiIiL5oFAsIiIi+eLrZeHJDpUB+HzRXs6mZmTfyDsQat1qW17/vROrExERyR+FYhEREcm3WxuUIaqYP6eT0xm7ZH/OGzUcZPt3++9wLs55xYmIiOSDQrGIiIjkm4fFzLMXpmgau/QAJ8+mZt+oVB0o3QCsGbBpopMrFBERyRuFYhEREbkmXWqWpE5EEc5nZPHZgr05b9TgwtXi9ePAanVabSIiInmlUCwiIiLXxGQy8UKXqgD8tOYQMaeSs29Usy94B8OZA3BgsXMLFBERyQOFYhEREblmzSqE0qZyMTKtBu/P3ZV9Ay9/qHObbXmdBtwSEZGCR6FYRERErsvzXapiMsHMLcfYc+Js9g0u3kK98084e9y5xYmIiORCoVhERESuS/XwIDpVLwHAl3/vy75BieoQ0RSMLNg43snViYiIXJ1CsYiIiFy3ITdVBOD3TUeJPZOSfYOL0zOt/wGsWU6sTERE5OoUikVEROS61Y0oQvMKoWRaDb5ZeiD7BtV7g28IJB6GXbOdXp+IiMiVKBSLiIiIXTxy4Wrxz2sPEX8u7fKVnj7QYKBtec3XTq5MRETkyhSKRURExC5aVAylVulgUjOs/LAiJvsGDe8HkxkOLIET251en4iISE4UikVERMQuTCYTQ26qAMC4FTGcS8u8fIMiEVC1h215zRgnVyciIpIzhWIRERGxm841ShIV5k9SaiY/rT6UfYMmg23/bvkFzp9xbnEiIiI5UCgWERERu7GYTQxuEwXAN8v2k5b5n5Gmy7aA4jUgIwU2TnRBhSIiIpdTKBYRERG76l2vNCWDfDiRlMaMTUcvX2kyQZOHbMtrxmh6JhERcTmFYhEREbErbw8LdzcrC9jmLc6mVn/wKQIJB2HPXOcWJyIi8h8KxSIiImJ3PWqXAmDFvlPZp2fy8oP6d9uWV2t6JhERcS2FYhEREbG7sqH+1CodjNWAv7Ydz75BowcAE+xfpOmZRETEpRSKRURExCG6X7ha/OeWY9lXFi0HVbvblqcMgtQk5xUmIiLyLwrFIiIi4hDda9lC8ar98Zz67y3UAN3eh8BSELcTfntAg26JiIhLKBSLiIiIQ0SE+FG7zIVbqLfmcAt1UCm4fSJ4+MCeObDgDecXKSIihZ5CsYiIiDjMxavFOd5CDVC6AfT63La8/BPY9JOTKhMREbFRKBYRERGH6XYhFK8+EM/Js6k5b1TrFmj1jG35j8fh8BonVSciIqJQLCIiIg4UEeJHnYgiWA2Yk9Mt1Be1HQ5Ve0BWOvx8FyTGOq9IEREp1BSKRURExKF6XLhaPPNKt1ADmM3Q52soUROST8JPd0B6spMqFBGRwkyhWERERByqa62SAKyJOX3lW6gBvAPgjp/ALwyOb4HpQ8BqdVKVIiJSWCkUi4iIiEOVKepH3YgiGFcahfrfikTCbRPA7AnbZ8CS95xTpIiIFFoKxSIiIuJwPWpfuIV681Vuob6obDPo8aFtefFI2DbNgZWJiEhhp1AsIiIiDndxFOo1Mac5knA+9x3q3wNNH7EtTxsCx7c6sDoRESnMFIpFRETE4cKL+NKkfAgAMzYdydtOHUdAhXaQeR5+vQdSkxxYoYiIFFYKxSIiIuIUfeuXBmDahiMYhpH7DhYP6PctBJWB0/vgjycgL/uJiIjkg0KxiIiIOEWXmqXw8jCz5+Q5th3N41VfvxC49Xswe8C2qbD2G8cWKSIihY5CsYiIiDhFsK8nHauVAGDaxjzeQg0Q0Rg6vGFbnvMSHN3ogOpERKSwUigWERERp+lTz3YL9YxNR8nMysccxM0ehSrdISsdfh0I5xMcU6CIiBQ6CsUiIiLiNK0rF6OonyenzqWxfF983nc0maD351CkLCQchMkDIT3FcYWKiEihoVAsIiIiTuPlYaZnnXAApm2Izd/OvkWh/w/g6Qf7F8PEWzQitYiIXDeFYhEREXGqi7dQz9l2guS0zPztHF4P7p4O3sFwcDn82AtSTtu/SBERKTQUikVERMSp6kYUoXyYP+czspiz7Xj+G4hsAgN/B98QOLoBxnWHsyfsX6iIiBQKCsUiIiLiVCaTid51L8xZnJ9RqP8tvC4Mmg0BJeHkdvi2A6z6CpLz8ZyyiIgICsUiIiLiAhdvoV6+9xQnklKvrZHiVeG+2RAcCQmH4K/n4YPK8PNdsPNPsGbZsWIREblRKRSLiIiI00WG+tGwbFGsBrw2YxtWq3FtDYVEwcNLoesoKFUXrJmwcyb8fCdMug0y0+xat4iI3HgUikVERMQlXuxWDS+Lmb+2HefDebuvvSHfItDkIRj8NwxZCc2Hgocv7J0HkwdBVobdahYRkRuPQrGIiIi4RIOyRRnZtxYAoxftZfq1Pl/8byWqQ6e34I6fwOINu/6EqQ/pVmoREbkihWIRERFxmX4NyjDkpgoAPPfbFtYfPGOfhiu0hdvGg9kTtk2FGY+C1WqftkVE5IaiUCwiIiIu9WynKnSqXoL0TCuDx68j9kyKfRqu3Blu/R5MFtj8E/w5DIxrfHZZRERuWArFIiIi4lJms4mPbqtLtVJBnDqXzgM/rCM5LdM+jVfrCX3HACZY/z2s+NQ+7YqIyA1DoVhERERczt/bg28GNiQswJudx8/yxM+brn1E6v+qdQt0G2Vbnvca7J5rn3ZFROSGoFAsIiIiBULpIr6MuacBXh5m5u84wXtzdtmv8UYPQINBgAG/3Q9xdmxbRETcmkKxiIiIFBj1I4vyXr/aAHz19z6mrI+1T8MmE3R9D8q2gLQk+Ol2SDltn7ZFRMStKRSLiIhIgdK7Xmkea1sRgBenbmFtjJ3Cq4cX9P8RikTC6f0wZRBk2enZZRERcVsKxSIiIlLgDOtYmS41SpKRZTB4/HqOJJy3T8P+YXD7T+DpD/sXw9zh9mlXRETclkKxiIiIFDhms4kPb6tDjfAgTien8/hPG8nIstM8wyVrQt+vbcurv4L1P9inXRERcUsKxSIiIlIg+Xl58OVdDQj09mD9wTN8OG+3/Rqv1hPaXrhK/OfTcHCF/doWERG3olAsIiIiBVZkqB/vXBh468vF+/h7d5z9Gm/9LFTvDdYM+OVuSDhkv7ZFRMRtKBSLiIhIgda9dikGNI0EYNgvmziZlGqfhk0m6P0llKwNKafgpzsg7Zx92hYREbehUCwiIiIF3svdq1O1ZCDxyek88fMmsqyGfRr28oM7fgL/YnBiK8x4BAw7tS0iIm5BoVhEREQKPB9PC6PvrI+fl4WV++N5Z/YODHuF1+AycNtEMHvC9hlwYIl92hUREbegUCwiIiJuoWLxAN7qXROAsUsP8OQvm0jNyLJP45FNoOEg2/LikbpaLCJSiCgUi4iIiNvoW78M7/SthYfZxIxNR7nrm9WcOpdmn8ZbDgOLNxxaaZvDWERECgWFYhEREXErtzeO5Mf7GhPkY5uqqffny9l1/Oz1NxxUSleLRUQKIQ9XFyAiIiKSX80rhjHt0RbcN24tB+NT6PzxEnw9LYT4e1HU35NiAd7c3zKKlpXC8tdwy6dg/Tg4vBr2LYSK7R1Sv4iIFBy6UiwiIiJuqUKxAKY/0oJWF4Lv+YwsjiScZ+uRJBbtimPQuDXM334if40GloSG99mWdbVYRKRQ0JViERERcVtF/b0Yf38TzqZmcCY5g9Mp6ZxJTufXdYeZvfU4Qyau54u7GtCxeom8N9riSVj3PcSuhb0LoFIHh9UvIiKupyvFIiIi4vYCfTyJDPWjbkQR2lYtzmd31KN77VJkZBk8MnE98/JzxTiwBDS637a8+G1dLRYRucEpFIuIiMgNx8Ni5pPb6tLjWoNxiyfAwxeOrIfdfzmuUBERcTmFYhEREbkheVjMfPyfYLwu5nTedg4oDk0esi3PHAbnzziuUBERcSmFYhEREblhXQzGnWuUICPL4OEJGziemJq3nds8DyFRcPYozH7esYWKiIjLKBSLiIjIDc3DYubD/nWpWjKQU+fSGDxhPakZWbnv6OUPfb4Gkxm2/ALbZzi+WBERcTqFYhEREbnh+Xt7MObuhgT7erL5cAIvT9+KkZcBtCIa20ajBvjjSTh30pFlioiICygUi4iISKEQGerH6DvrYTbBlPWx/LjyYN52vOlFKFELzp+G3x/XaNQiIjcYhWIREREpNFpVKsaLXasB8ObM7azcF5/7Th5e0OcrsHjB7tmwaaKDqxQREWdSKBYREZFC5YFW5elVN5wsq8GjkzYQeyYl951K1oS2L9mWZz8Pp/Y4tkgREXEahWIREREpVEwmE+/0rU2N8CBOJ6czePx6zqfnYeCt5o9DuVaQfg5+uRvSkx1frIiIOJxCsYiIiBQ6vl4Wvr67ASH+Xmw7msQLU7fkPvCW2QL9voWAEhC3A2Y+peeLRURuAArFIiIiUiiVKerHF3fVx2I2MWPTUb5ZeiD3nQJLwC3fg8lim6Zp/TiH1ykiIo6lUCwiIiKFVtOoUF7tUR2AkbN3sHRPXO47lWsB7V+1Lc9+Do5udGCFIiLiaArFIiIiUqjd06wstzYog9WAx3/ayLm0zNx3av44VOkGWenw6z1w/ozjCxUREYdQKBYREZFCzWQyMaJ3TcqH+XMmJYMp6w7nvpPZDL2/gCJlIeEQLPyf4wsVERGHUCgWERGRQs/H08J9LcoB8P2KGKzWPAyg5VsUen1uW173LZzY7rgCRUTEYRSKRURERIB+DcoQ5OPBwfgUFu48mbedyreCaj3BsMKcFzUatYiIG1IoFhEREQH8vDy4o0kkAN8uy8NI1Bd1HAEWb9i/GHbNdkxxIiLiMArFIiIiIhcMbFYOi9nEyv3xbD+alLedQspDs0dty3Negsw0xxUoIiJ2p1AsIiIickF4EV+61iwJwHfL83G1uNUwCCgBZw7A6q8cVJ2IiDiCQrGIiIjIv9zfsjwAv286StzZPF719Q6EDq/blv8eBefy+EyyiIi43DWF4s2bN1O/fn2WLVt26bWDBw/Sr18/goKCCA0NpW/fvhw8ePCKbWzdupXWrVvj6+tLVFQU48ePv5ZSREREROyqXmRR6kUWIT3LyoRVV/5dJpvat0N4fUg/CwvedFyBIiJiV/kKxRs2bKB///40a9aMjRs3Xrbu+eefJyoqisWLFzNlyhRiYmLo2bMnVqs1WztJSUl07NiR8uXLs3r1au677z7uvfdeVq1adX3vRkRERMQOLl4tnrj6IKkZWXnbyWyGLu/YljdNhJM7HVSdiIjYU75C8dSpU/H29mbmzJnZ1o0aNYpRo0ZRv3592rZty+jRo4mOjmbPnj3Zth03bhxZWVmMHTuW2rVr8/LLL9OoUSO+/PLLa38nIiIiInbSpUZJwoN9OHUunSnrY/O+Y2QTqNrDNkXTwhGOK1BEROwmX6F4xIgRjB8/nqioqGzrIiIiLvvcx8cHgKys7H9dXbRoEe3atcPLy+vSa+3atdOVYhERESkQPCxmHmxt+33nvb92cjIpNe87t3sFTGbYORNi1zmoQhERsReP/GxsMpnyvO3YsWMpU6YMlStXzrZu//79dOvW7bLXIiMjiY298l9i09LSSEv7Z7CLpCTbNAkZGRlkZGRcWv73v+I+1HfuTf3nvtR37kt953i3Nwjnt/WxbD2axPBp0Xx+R528/S5UtAKWWrdj3jIJ67xXybprOvxnP/Wf+1LfuTf1n/tyZObLVyjOC8MwePPNNxkzZgzTp0/HwyP7Ic6dO4efn99lr/n5+V0Wev9r5MiRvPHGG9lenzt3bra25s2bd43Vi6up79yb+s99qe/cl/rOsbqFwfZjFubtOMnICX9RN9TI036+WQ1pb/oVy8HlrPrlPeKCauW4nfrPfanv3Jv6z31d7LuUlBS7tWnXUJyQkMDAgQNZtGgR06dPp2fPnjlu5+3tTXp6+mWvpaamZgu3//biiy8ybNiwS58nJSURERFBp06dCAoKAmx/LZg3bx4dO3bE09PTDu9InEV9597Uf+5Lfee+1HfOkxyyl88X7+f3I74M6decon5eue8E4L8b1nxFs+Q5ZN72rO2W6gvUf+5Lfefe1H/u6799d/HOYXuwWyiOi4vjpptuws/Pj40bN1KhQoUrblu6dGkOHz582WuHDx/O8Vnli7y9vfH29s72uqenZ7Yv6JxeE/egvnNv6j/3pb5zX+o7x3u8Q2Xmbj/JnpPneGfOHj7sXzdvO7Z5FjZNxHR8C567/4SafbNtov5zX+o796b+c18X+86e/XdN8xTnZMiQIQQHB7N06dKrBmKAli1bsnDhwssG4VqwYAHt27e3VzkiIiIiduHtYeHdW2pjMsHUDUdYtOtk3nb0D4PmQ23LC9+CLD3DKCJSENklFKekpDBjxgz69+9PbGwse/fuvfQRHx8PwMCBAxk9ejQADzzwAAkJCTz22GNs3bqVESNGEB0dzeOPP26PckRERETsqn5kUe5rYZu7+KWp0ZxJTs9ljwuaPQJ+YXB6H2z4wYEViojItbJLKD516hSZmZk89dRTVKpU6bKPkSNHArBjxw4OHjwI2G6f/uOPP1i2bBkNGjRg2rRpzJo1i7Jly9qjHBERERG7e7pTZcqH+XMsMZVhv27Cas3DoFvegXDTC7blRSMh1X7PwImIiH1c0zPF5cqVwzD++UEQGRl52ec5WbNmzWWft2nThujo6Gs5vIiIiIjT+Xl58Pmd9enzxXIW7YpjzNL9PNzm6o+MAdDgXlj9NcTvgWUfQofXHV2qiIjkg92eKRYRERG50VUPD+L1m2sAMGrOLtbGnM59J4sndBphW175BSQccmCFIiKSXwrFIiIiIvlwe6MIetcNJ8tqMHTSRuLPpeW+U+UuUK4VZKXBgjcdX6SIiOSZQrGIiIhIPphMJv7XpxYVivlzPCmVp37dnPvzxSYTdP4fYILoyZiObHBKrSIikjuFYhEREZF88vf24Iu7GuDjaWbJ7jh+WpuHW6JL1YE6dwBgXvAq5DIei4iIOIdCsYiIiMg1qFIykOc6VwXgk/l7SM3Iyn2n9q+Ahy/mw6solbjOwRWKiEheKBSLiIiIXKO7mkZSuogvJ8+m8ePKmNx3CAqH5kMBqHbsNzCsji1QRERypVAsIiIico28PSw82aESAF8s3sfZ1Izcd2o+FMM7kMDUo5j2zHFwhSIikhuFYhEREZHr0Ld+GSoWDyAhJYOxSw/kvoNPENb6gwAwrxzt4OpERCQ3CsUiIiIi18FiNvF0x8oAfLt0f56maLI2eogskwfm2NVwaJWjSxQRkatQKBYRERG5Tl1qlqRW6WCS07P4cvG+3HcILMnhkBa25eWfOLY4ERG5KoViERERketkMpl4pnMVAH5cdZCjCedz3Wdf8W4YmGDXLIjb5egSRUTkChSKRUREROygdaUwGpcPIT3TymcL9+S6/TmfUhhVutk+Wf6pg6sTEZEr8XB1ASIiIiI3ApPJxHOdq3DLVyuZvC6Wx9pVonQR36vuY202FPOuP2HLL9BuuG3KJpHrsHzvKWZsOoLZZMLDYsLTYsbX00KvuqWpUjLQ1eWJFEgKxSIiIiJ20rBcCM0rhLJiXzxj/t7HG71qXnV7o3RDKNsCDi6HVV9Ap7ecVKnciBbvOsn9P6wjy2pkW/f98hg+u6MeHaqXcEFlIgWbbp8WERERsaNH21YE4Oe1h4k7m/tI1LR4wvbvunFw/ozjCpMb2ubDCTwycQNZVoP2VYvzTKfKPNG+Eo/cVIEm5UM4n5HFQ+PX8ePKGFeXKlLg6EqxiIiIiB01rxBK3YgibDqcwLfLDvBC16pX36FSJyheA05ug79HQZe3nVOo3DAOxidz37i1pKRn0apSGF8OaICXxz/XvjKyrLwyfSs/rz3MqzO2cSg+hZe6VcNsNrmwapGCQ1eKRUREROzIZDJdulo8YdVBElMyctsBOr1pW17zNcTtdnCFciM5dS6Ne75bQ3xyOjXCg7IFYgBPi5mRfWvxXBfbCOnfLDvA4AnrOZGU6oqSRQochWIRERERO2tftThVSwZyLi2TH/Jyu2rFDlC5C1gzYe5wh9cnN4aU9EzuG7eWg/EplCnqy/eDGhHgnfONoCaTiUduqsind9TDy2Jm3vYT3DRqMZ/M30NKeqaTKxcpWBSKRUREROzMbDbxyIWrxd8tP0ByWh5CR6f/gdkT9syFPfMcXKG4O8MweOG3aLbEJlLUz5Mf72tM8UCfXPe7uU44U4Y0o35kEc5nZPHR/N20fX8xk9cdxprDAF0ihYFCsYiIiIgDdK9VinKhfiSkZPDTmkO57xBWEZoMti3/9SJk5XLbtRRq3y2P4ffNR/Ewm/hqQAOiigXked/aZYrw25DmjL6zHmWK+nIiKY1np2yhyydLmB19TOFYCh2FYhEREREHsJhNDLmpAgBjluwnNSMr953aPAd+YRC/B9aMdXCF4q5W7Y/n7Vk7ABjevRpNokLz3YbJZKJH7XDmD2vDi12rEujjwe4T5xgycQM9PlvG/O0nMAyFYykcFIpFREREHKRPvTKUCvbh5Nk0fll7OPcdfIKh/Su25cXvQPIpxxYobudY4nkem2Sbeql33XDubV7uutrz8bQwuE0Flj3XjqHtKuLvZWH7sSQe+HEdt49ZxdlU3bEgNz6FYhEREREH8fIwX3q2+PNFe/N2tbje3VCyFqQlwoI3HVyhuJO0zCyGTNjAqXPpVCsVxMi+tTGZcplWyTAgPdn271UE+3nydKcqLH2+HQ+3qYCvp4XVB07zwA/r8vZ1K+LGFIpFREREHOi2hhGULuLLybNpTFh1MPcdzBbo+p5tecMPELPcsQWKWzAMg5enbWXT4QSCfDz4ekADfL0s2Tc8tRcWvwtTH4Kx7eDdcvB2OHzdGnbMBKv1qscJ8ffiha5VmfxwMwK8PVh94DRDf9pIZtbV9xNxZwrFIiIiIg7k5WHmifaVAPhi8b68jURdtjnUH2hb/uNxyNB8soXde3N2MXl9LGYTfHJHPSJD/bJvdHgNjG0Li9+GLb/AkfWQmmBbd3wL/HIXfN0Ktk3PNRzXLB3M2Hsa4uVhm77phanResZYblgKxSIiIiIO1rd+acqF+nE6OZ1xK2LytlPHNyGgBMTvhaXvO7Q+Kdi+WbqfLxfvA+DtPrVoW6V49o0OroTxfSAtCUo3gPavQf/xMGQlDNsBrZ4Gr0A4sRUmD4TRDeCvl2DvfMg4n+Nxm1UIZfQd9TCbYMr6WN6etUPBWG5ICsUiIiIiDuZhMfNkh8oAfP33PpLO52HwIt8i0G2UbXnZR3Bim+MKlALrt/WxvPWnbaTp57pU4fbGkdk3ilkGE/pB+jko3xoG/gGthkH1m6FEdQgKh/avwpNboM3z4B0Mp/fDqs9t+71bDsb3hZVfQNzuy54/7lSjJO/0qw3A2KUHGL1wrzPetohTKRSLiIiIOEHPOuFUKh5AUmom36/Iw7PFANVuhqo9wJoJvz8OVg14VJgs3HmC537bAsD9LcszpE2F7Bvt/xsm3AIZyVChHdz5K3j559ygXwi0fQme2gq3/mAb1C0wHDJTYd8CmPMifN4IPq4FfzwB+xcD0L9hBC93rwbAB/N2M2bJPke8XRGXUSgWERERcQKL2cRTHW1Xi79feZDkvMx0YzLZrhZ7B8GRdbD2G8cWKQXG7hNneWSibeqlvvVKM7xbtewjTccsh0n9IfM8VOwAt/8Enr65N+4TBDV6Q6/RMGw7PLIKOr0FUTeBxQsSD8P6cfBjL5jxKKSd5YFWUQy78PX79qydjFt+wN5vWcRlFIpFREREnKRLjZJULxVEcloWC47m8dewoHDo8Jptef4bkHTMcQVKgZCeaeWpXzaRmmGlVaUw3r2lNmbzfwLxsc3w0+22q7yVOsPtk8DTJ/8HM5mgeDVoPhTumQHPx8Cdk21XkTHBxgnwVUs4vIbH21fisQtTjL3+x3YmrT503e9VpCBQKBYRERFxEvO/rhavOGHifHoeb4ducB+UaWS7RXbR/xxYoRQEny3cw7ajSRT18+SDW+vgafnPr+yn9tqeAU5LgrItof+P4OFtn4N7+UPlTraryPfOhOAIOBMD33WGRW/zdPvyPNQ6CoCXpkUzZX2sfY4r4kIKxSIiIiJO1L5qccoU9eV8lomZ0cfztpPZDJ0uhOFNEzXo1g1sw6EzfL7INpjV//rUonjQf67+Jh6B8b0h5RSUqgN3/HRtV4jzolxLeHgZ1OoPhhX+fhfTd515sbEH9zYvB8BLU6M5fDrFMccXcRKFYhEREREnMptN3NGoDAA/rT2c9x0jm0D1XrZwMu9VB1UnrpSSnsmwXzZhNaB33XC61Sp1+QbJ8bZplxIPQ2hFuOs32/PBjuRbBPqNhX7fgk8wHN2A6evWvBa+huZRIaRnWflo3m7H1iDiYArFIiIiIk7Wr35pLCaD6CNJbD6ckPcd278GZk/b3LL7FjqsPnGNkbN2EhOfQskgH97oVfPylefiYHwvOLULgkrD3dMgoJjziqt1CwxZAeVaQUYKpplP8pXH+4SSyLRNR9hxLMl5tYjYmUKxiIiIiJOF+ntRL9Q2F+yEVXmcngkgtAI0esC2PPdVTdF0A1myO47xF74W3r+1DsG+nv+sTIyF77vC8WjwL2YLxEVymK/Y0YLLwD2/20aqtngRdGg+cwNeJ9g4y3t/7XR+PSJ2olAsIiIi4gItS1oB+GPLURJT8jI/0wVtngPvYDgRDVt+cVB14kyGYTByti1UDmxWlpaVwv5ZGb8PvusC8Xtsg17dNweKVXFRpdieb28+FB5cBEXKEpp5gg+9vmLxrhOs3h/vurpEroNCsYiIiIgLlAuAqiUCSM2wMmVDPkbw9QuB1k/blheMgHQNcuTulu45xY5jSfh5WS6NTg7YBlT7rovtGeKQCjBotu1ugYKgZE24bQJYvGln3sgDllm889dODMNwdWUi+aZQLCIiIuICJhPc0TgCgImrDuYvTDQeDMGRcPYorPjMQRWKs4xZsh+A2xpFUMTPy/Zi3G74vhskn4QSNeG+v6BIhAurzEGp2tD1HQCe9/gZ0+E1zN1+wsVFieSfQrGIiIiIi9xcpxQB3h7sP5XMin35uPXU0wc6vm5bXvo+xO1ySH3ieFuPJLJs7yksZhP3tyxvezHlNEzqD6kJULqBbb7ggOIurfOKGgyCGn3xMFn5zOszvvprHZlZVldXJZIvCsUiIiIiLhLg7UGfeqWBfA64BVCjL1TqBFnp8PtQsCqIuKOLV4l71C5FmaJ+kJkOv9wNZw7YBtO681fwLeriKq/CZIKen5BVtDylTfE8kvABP63O59eyiIspFIuIiIi40ICmZQGYu/0ERxPO531Hkwm6fwheAXB4Naz9xkEViqMcPp3Cn9HHAHiodRQYBvw5DA4uA69AWyD2D8ullQLAJwhL/x/IMnvR0bKBpDlvEXtGz7qL+1AoFhEREXGhKiUDaRYVSpbV4OP5u/O3c5EI6PC6bXnBG5Bw2O71ieN8u+wAWVaDVpXCqBEeDCtHw8bxYDLDrd9D8WquLjHvStXB1O19AB41TWHujyM16Ja4DYViERERERd7tottip0p62PZdfxs/nZueD9ENoP0czDzKdvVRinwziSn88ta2x8xHmodBbvnwtxXbCs7vw2VOrqwumtjbjiQM42eBGDg6c9Y9sc4l9YjklcKxSIiIiIuVj+yKF1rlsRqwLt/7czfzmYz9PwULF6wdx5s+dUxRYpdTVh1kPMZWVQvFUTLSF+Y+SRg2AauavKwq8u7ZkW7vc7O8L5YTAaN1z/Lqa0LXV2SSK4UikVEREQKgGc7V8HDbGLhzpOszM9I1ADFKkOb523Lfz4N0VPsX6DYTWpGFj+sjAFgcJsoTMs+gqQjtoG1uoy0PS/urkwmKt03htVeTfE2ZeD72wCM41tdXZXIVSkUi4iIiBQAUcUCuLNJJAAjZ+/Aas3nbdAtnoCyLSH9LPx2P/z2IJxPsH+hct3mbDvOqXPplAr2oVvpVFjxqW1F55Hg6eva4uzA4uFJ2L0TWGdUwd9I5vy4frZppkQKKIViERERkQLi8faV8PeysCU28dKoxHlm8YR7ptuuGJvMEP0rfNUSYpY7pFa5dj+tOQTAbY0i8Jz/sm1arai2ULW7iyuznwrhxdjS6msOWEvgl3qcjOlD9by7FFgKxSIiIiIFRFiAN4PbVABg1JxdpGfmc+5hiye0fQnumwNFy0HiYRjXHVaMtn+xck32x51j1f7TmE1wd9ge2DULzB7Q9V33vm06B/e0rcP7gc+Rbljw3D0T1o9zdUkiOVIoFhERESlAHmhVnmKB3hw6ncKEVQevrZGIxvDwMqh7F2DA3OEw7zVdqSsAfr4w4nSHykUJXfqq7cUmD0OxKi6syjE8LGb6dO/JqMzbALD+9SKczOdAciJOoFAsIiIiUoD4eXkwrGNlAD6at5sTSanX1pB3IPT6HNq/Zvt8+cfw+1DIyrRPoZJvaZlZTFkfC8AzwYshfi/4F/9nkLQbUPtqxdlSZgBLsmphzjwPU+6DjGv8mhZxEIViERERkQKmf8MI6kQU4WxaJm/+sf3aGzKZoNUw25RNJjNsHA+TByqUuMjcbSc4nZxOtcBUKu38wvZih9fBJ8ildTmSyWTi+e7VeTpjCKeMIDi5Dea94uqyRC6jUCwiIiJSwFjMJkb2qYXFbOLP6GMs3Hni+hpsMBD6/wgWb9g5EybeAukp9ilW8uziAFtvhc3DlH4WwutBnTtcXJXj1Y8sSsOaVXkm48L8y2vGwN75ri1K5F8UikVEREQKoOrhQTzQsjwAr0zfRkr6dd72XK0nDPgNvAIhZin8fKeuGDtRzKlkVuyLp7TpFPVP/mZ7sf2rYC4cv44/27kKS6nH95mdbS/8+TRknHdtUSIXFI6zUERERMQNPdGhEqWL+HIk4TyfzN9z/Q2WbwUDpoCnP+xfBL/eA5np19+u5OriAFtvh87GlJUO5VrZpmEqJKKKBXBH4wjez+zPKXMonImBZR+5uiwRQKFYREREpMDy8/Lgrd41Afhm2QG2HU28/kYjm8Kdv4CHL+yZA1MGQVbG9bcrV5SeaWXK+sOUNx2jVfJc24vtXrnhpmDKzRPtK2N4BfBK6gDbC8s+glN7XVuUCArFIiIiIgVa26rF6V6rFFlWg5embcVqtcO0SuVbwR2T/nnGeOqDGpXageZuP86pc+m84DMVs5EFlbtAZBNXl+V0xQK9GdSiHLOtjdng2QCy0mHW05oqTFxOoVhERESkgHu1Z3UCvT3YfDiBP7YctU+jFdrBbePB7AnbpmlEYAc5l5bJyFk7qW6KobOx3PZiu5ddW5QLDWpRHm8PC0+duwur2Qv2L4ZtU11dlhRyCsUiIiIiBVyJIB8Gt4kCbHMXZ2RZ7dNw5c7Qb6xtedUXsPln+7Qrl7w9awdHEs4z3PfC4Fo1+0HJWq4tyoXCAry5tWEZDholmRZ4u+3Fv16C1CTXFiaFmkKxiIiIiBsY1KI8of5exMSn8Nv6WPs1XKMPtH7Wtvz743Bkg/3aLuSW7I5j0upDNDTtpIV1PZgscNNLri7L5R5qVQGzCV460Y60oHJw7jgseMPVZUkhplAsIiIi4gb8vT0YclMFAD5dsIe0zCz7NX7TS7bnXLPS4JcBcO6k/doupJJSM3j+ty2Ec4rvAr6wvVj3Tgir6NrCCoDIUD+61w4nDS++CXrM9uLab2DLr64tTAothWIRERERNzGgaVlKBftwNDGVSasP2a9hsxn6joHQSpB0BCbfqxGpr9NbM7eTnHiKib6jCMo4BcWqQqcRri6rwHj4wuMAH+wLJ7Hh47YXfx8KRze5rigptBSKRURERNyEj6eFoe0qAfD5or2kpNtxxGifYLh9EngFwsHlMEe3+V6rhTtPMGPdfr7x+pDyxmEIDIcBv4FvUVeXVmDUCA+mdeViWA34IOMWqNQJMlPh57vgXJyry5NCRqFYRERExI3c2rAMZUP9OHUune+Xx9i38WKVbVeMAdaMgQ3j7dt+IZCakcXw37bwoecXNDbvBO8gGDAFgsu4urQC5+LV4l/WHyW+8+cQWhGSYmHyQN2pIE6lUCwiIiLiRjwtZp7sYLta/PXf+0g8b+fwULXbP4NB/TkMYtfZt/0b3NQNR7j//Ld0t6zBsHjB7ROhRA1Xl1UgNYsKpU5EEdIyrXy//szldyrMfk7BWJxGoVhERETEzdxcpzSVigeQlJrJF4v32v8ArZ+Fqj0gK9028NbZE/Y/xg0oy2qwYdFUHvCYDYCp95dQvrWLqyq4TCYTQ9rYBo/7dtkBDlsi/rlTYd13MKoiTH8U9syDzHQXVio3OoViERERETdjMZt4oWtVAL5ZeoDtR+08x6vZDH2+sg0OdfYY/Hq3QkkeLIg+yKMptpGmMxo8ALVucXFFBV/nGiVoFhXK+YwsXpoWjVGlK/T4GPyLQ2oCbJoAE2+B9yvCyi9cXa7coBSKRURERNxQ+2ol6FarJFlWgxembiEzy2rfA3gH2m5n9Q6Gw6ttt7PKFRmGQcKckZQ3n+CsZzE8O77m6pLcgslk4u2+tfDyMLN0zymmbzoCDQfB0zth4Exo9MCFgJwIc16EOcPBauevdSn0FIpFRERE3NTrN9cgyMeDLbGJjFsRY/8DhFaAft8AJlj/ve2WVsnR1s1r6J08GQBr13fBJ8jFFbmP8mH+PNHe9pz8iJk7OJ2cDmYLlG8F3T+wBeSOb9o2Xjkapg/R88ZiVwrFIiIiIm6qeKAPw7tXA+D9ubs4FJ9i/4NU7gTtX7Etz3oODq2y/zHcndWK9+xheJmy2B7YguB6fV1dkdt5qHUUVUsGcjo5nbf+3H75SrMFWjwBvb8CkwW2/Aw/3wnpya4pVm44CsUiIiIibqx/wwiaRoWQmmFl+PRoDMOw/0FaDoPqvcCaAb/cDUlH7X8MN3ZyyVgqp20l2fDGv89HYDK5uiS342kxM7JvLUwm2wjeS/fkMFdx3Tvgjp/Awxf2zIUfe0O6A/4QJIWOQrGIiIiIGzOZTIzsW/vSM5lTNxxxxEGg1xdQvAYkn7SNSJ2Rav/juKNzcQQsHQHAn2H3UTaqiosLcl/1IosysFk5AF6cGs2cbcc5n551+UaVO8M9M8CnCMSugb9ecHqdcuNRKBYRERFxc+XD/C/NXfzi1GiG/bqJLbEJ9j2IdwDcPsEWRo6sh1lPgyOuSruZ5IXv4Zd1lq3WclTs+bSry3F7z3SuQniwD7FnzjN4/HrqjZjL4PHrmLohltSMCwE5sgn0/wEwwYYfYNs0l9Ys7k+hWEREROQG8GCrKG6qUoz0LCtTNxzh5tHL6f35cqZtjLXfyNQhUXDLd2Ayw8YJsGaMfdp1V+fP4LlpPADTQh+gfrliLi7I/QV4e/DL4Gbc37I8pYv4kpphZc62Ewz7dTO3j1lFclqmbcOom6DVMNvy70/AmYMuq1ncn0KxiIiIyA3A02Jm3KDGTH+0BX3qlcbLYmbT4QSe+mUzd4xdxZGE8/Y5UMX20OEN2/Ls52HbdPu0647WfouX9TzbrWWp2ryXq6u5YUSE+PFKj+ose74tM4e25PF2FQn29WTT4QSGTNxAxsU/8tz0IpRpDGmJ8Nv9GpFarplCsYiIiMgNpG5EET66rS7LX2jH0x0rE+DtwdqYM3T7ZClzth23z0GaD4UG9wIGTH0Q9v9tn3bdSWYqmau+AuAbaw861ijp4oJuPCaTiZqlgxnWqQrjBjXC19PCkt1xPDt5M1arARZP25Rh3sEQuxYW/c/VJYubUigWERERuQEVC/RmaPtK/Pl4S+qUCSbxfAaDx6/ntRlb/3k281qZTND9Q6jWE7LSbdPjHN1on8LdhCn6VzxS4jhihHK6XHeK+Hm5uqQbWr3IonwxoD4eZhPTNx3lf7N22EZaL1oWbv7UttGyj2HfQpfWKe5JoVhERETkBlY21J/JDzfnodZRAPyw8iC3frWSuLNp19ew2QJ9v4FyrSD9HEy4BeL32aFiN2BYsaz+AoDvMrvSqVaEiwsqHNpWKc6oW2sD8O2yA3z1937bihq9ocEgwIDfHoDEWJfVKO5JoVhERETkBuflYealbtX4flAjQvy9iD6SSL8vVxBzKvn6Gvb0gdsnQcnakHIKxveGhEN2qbkgK5m4EVP8XpIMP361tqVTjRKuLqnQ6FOvDC93rwbAu3/tZM2B07YVXUZe+DqMh1/vgczr/KOPFCoKxSIiIiKFRNsqxZk6pDmRIX4cOp1Cvy9XXP/UTT5BMOA328jUCYfguy4Qt9su9RZUFU/OAmB8VgeqlytNWIC3iysqXB5oFcVtDW1X51/7fRtZVgM8feG28f9MGab5iyUfFIpFRERECpFyYf5MGdKMGuFBxCenc/uYVSzZHXd9jQYUh3v/hLAqkHQEvu8CRzfZpd6CxhS7htDkPWTgwbjMznStqQG2XOH5rlUJ9vVkx7EkJq2+MB1T0XK2gbcwwbrvYONEV5YobkShWERERKSQKR7ow88PNaVFxVBS0rO4b9xaFu08eX2NBoXDoNlQqq7tFtYfesLBFXaptyAxrxwNwNSslsRRlC41S7m4osIpxN+LpztVBuD9ubs5k5xuW1Gpo22qJoA/h8GxzS6qUNyJQrGIiIhIIRTo48l39zaie+1SZFoNhv60kT0nzl5fo/6hMPAPKNsC0pJgfF9Y/umNM/DRqb2Yds8GYExmd+pFFqFksI+Liyq87mwcSdWSgSSez+D9ubv+WdH6WajUGTJT4ac7IGaZ64oUt6BQLCIiIlJIeXtY+Kh/XRqXD+FcWib3/7Dunytu1+riM8aVOkHmeZj3CnxUA77pCCs/hzMHwTDs8wacbeVnmDBYYarPPqM03XSV2KU8LGZev7kGAJPWHGLrkUTbCrMZ+n4NoRVtt/OP6w4zh0FqkgurlYJMoVhERESkEPPyMPPVgAaUKerLodMpDJm4nows6/U16ulrG5W62/sQ2RwwQewamPMSfFIbPqwOvw6ElV/YBkWyXufxnOHcSdj0EwAfpfYAoIueJ3a5plGh9KwTjmHA679vs81dDOBbFB5cCA3utX2+7lv4ohmm3X8RkHoU0+HVsPNP2DAe9i92j69BcRgPVxcgIiIiIq4V4u/FtwMb0feL5azaf5rXf9/G//rUur5GLZ7Q+EHbR9Ix2PE7bJsOh1fD2aOwfbrtAyCyGfT8FIpVvs534kCrv4asNOKCa7P2RBVqhAcSEeLn6qoEeKlbVeZvP8G6g2eYvukIfeqVsa3wCYaen0DNfvD7UDgTg8fkAbQH2PGfRkKioOH9UPdO8Atx8jsQV9OVYhERERGhSslAPrm9HiYTTFx9iB9Xxtiv8aBS0GQw3DcbXjxsG6m6/atQuQt4+sGhlfBVC/h7FGRe5+3bjpB2DtZ+A8Akj96Aic7VNTdxQVEq2JfH2lUE4K2ZO7I/AlC+NQxZAU0fxfD0I8Pih1G0PJRuABXagXcQnN4Pc4fDh9Vg+iOwc5Zuty5EFIpFREREBIAO1UvwfJeqALz5x3ZW74+3/0G8/KFcS2j1NNz5Czy6Gip2hKx0WPQWjGkDsevsf9zrsXECpCaQVTSKL45XAVAoLmAebBVFlRKBxCenM2Lm9uwbePlDl7fJfPYgs2p/ReYja223V989DZ7eCT0+hhI1bYNzbZoIP98B75WH77ra/lhzaq/T35M4zzWF4s2bN1O/fn2WLcs+ktv+/fvp0KEDEyZMuGobkZGRmEymyz5OnTp1LeWIiIiIiJ0Mbh3FzXXCybQaPDppA8cSzzv2gEUi4a7J0O9b8AuFk9vh206w4rOCMSBXVqZtgDBgc5m7ScsyUdLXIKqYv4sLk3/z8jDzTr9amEwwdeMRFu+6whRjJlMOO/tDw0Hw8DK4by40esB2O7U1Ew6tsP2x5vNG8PvjtkcB5IaTr1C8YcMG+vfvT7Nmzdi4ceNl6/bu3csDDzxA3bp1WbBgQa5tnT59mokTJ7Jnz55LHyEhun9fRERExJVMJhPv9qtNtVJBnDqXzsMTNpCWmeXog0KtW+DRtbbnP40smPsy/Ho3pCY69ti52T4dEg+BXxhjk5oAUCe0AIR1yaZeZFEGNS8PwPBpWzmXlpm/BkwmiGwC3T+AxzfC45ugx0dQsQMYVtjwA3xaDxa86fqvS7GrfIXiqVOn4u3tzcyZM7Otmz9/PnFxcSxZsiTXdtLT00lOTqZWrVpUrFjx0ofZrLu5RURERFzN18vC1wMaEOzryebDCbw6/V+j+jqSf6jtinH3D8DsCTv+gDFt4cQ2xx87J4YByz8BIK3hgyzYZ3vGtG6IRiouqJ7pXJkyRX05knCe9+fsyn2HqwkpDw3vs00xdt8ciGhim2Zs6Qe2cBw9pWDczSDXLV8pdMSIEYwfP56oqKhs6wYPHsyMGTOoW7duru2cPn0agLCwsPwcXkREREScJDLUj8/uqIfZBL+sO8ykNYecc2CTyXb76n1zIDgCTu+Dse1h2UeQ4eBbuf/NMGzHPL4FPP1YFNCT9Ewr5UL9KKVBpwssPy8PRva1jZz+w8oY1h88Y5+GI5vaviZvmwhhlSElHn67HybfC8kOePZenCpfUzKZcroHPw/r/is+3vaFU758eUJDQ2nQoAFvvfUWtWvXvuI+aWlppKWlXfo8Kcn2l7qMjAwyMjIuLf/7X3Ef6jv3pv5zX+o796W+c2/u0n/NyhdhWIdKvD9vD6//vo3yIb40KlfUOQcvURvum49lxhDM+xfC/Ncx1owl66bhGDVvAZMD7zA8n4Dlj8cw7/kLgKwmjzBjly2Qd6gahsmaVOD7rjBrWq4IfeuFM3XjUZ7+dRNjBtSjfJjtGfDrPvcqdoby7TCv+Bjzsg8wbZ+OcXA5WV0/wKjSzV5vQXLgyMxnMq7hXpiYmBjKly/P0qVLadmyZfZGTSbGjx/PgAEDctz/7NmzbN++HT8/P2JiYnjnnXfYvn070dHRlClTJsd9Xn/9dd54441sr0+aNAk/P/25TkRERMQRDAPG7TGzKd6Mn8XgyVpZlPB1ZgFWIk6voNqxKfhm2O42TPCNZHt4f+ICa+U8cNJ1KJK8n4Yxo/FPP0WWyYOtpe9id9F2DF/vQbrVxNO1MokMsOshxQGSM+DdzRYSM0x4mg1ujrTSsqSB+T9fLucywGIC33xdKrQJTomh/sGvCUo9AsCx4HrsK9aV+IAqdv+6lOxSUlK48847SUxMJCgo6Lrackko/q+zZ88SGRnJSy+9xLPPPpvjNjldKY6IiODUqVOX/hMyMjKYN28eHTt2xNPTM79vS1xIfefe1H/uS33nvtR37s3d+u98ehZ3f7+OzbGJlCnqy5SHGhMa4O3cIjLOY147BvOKjzGlnQXAGt4Aa8thGBU7XX8IyUzDvOZrzH+PxGTNwChSjsy+30KpOszdfoJHf9pM6SI+zB3alPnz57tN3xVmRxPO8+K0bazYb/tjSrOoEN7sUYV5i5dyPqQSf++JZ8uRJDwtJtpVKUa/+qVpVTEUD0s+7kLITMO85F3Mq0ZjMmzPmhslapHV6CGMGn3Aw8cRb61Q+u/3zaSkJMLCwuwSiq/hbyL2FxgYSMWKFTl48OAVt/H29sbbO/s3X09Pz2zfkHJ6TdyD+s69qf/cl/rOfanv3Ju79J+npyff3tuIvl+s4NDpFAZP2szPDzbF18vizCKgzTO2qXOWvg/rvsN8dD3mX++CErWg9dNQtSdY8vnrrWHA9hkw71VIuPC7aLWemHp9jqdPMADzdsQB0KVmKby8vC6U4x59V5iVLebJhAeaMn7VQUbO3sHK/afp9NlKDMMDOHBpu4wsgznbTzJn+0mKB3rTu15pGpULoWbpIEoG+Vz9MVFPT+g8AuoPgFVfwuafMZ2IxmPmUFg0Atq9DPUGgNmJ58oN7uK5Z8/zr0AM95yQkMDu3bupWLGiq0sRERERkRyEBXgzblAjivjZRqR+4ueNZFldMPKufyh0GQlPRkOLJ8ErAE5E2wY8+rgWLPwfJORxULAj6+H7rjB5oC0QB5SEXl9A//FwIRCnZWaxYIdtztuuNUs65j2Jw5jNJgY2L8esx1tRL7IIhgGeZoP2VYvxTt9arHmpPbOfaMV9LcoT4u/FybNpjFmynwd/XEezkQtp8NZ87v52NT+siCE98yqjjherAj0/hmHbocPrEFQakk/CH4/DmJvg4AonvWO5Fk4LxQMHDmT06NEA/Pnnn3z44Yds2LCBBQsW0LNnTwIDAxk4cKCzyhERERGRfIoqFsDYexri5WFm7vYTvP67k6ZqyklAcej4hi0ct34O/ELh7FFY8h58XBsm9IN9i3Le15oFi962jWp9aCV4+EKbF2Doeqh312W3Yq/YG8/ZtEyKB3pTP9JJg4yJ3UUVC2DKw82Z83gL3m6YxVd31eP2xpEUD/KhWqkgXu1ZnVUvtuerAfXpW780VUsGYjGbOJ2cztI9p3jt9210/ngJc7cdv/rXvF8ItHwKntgMnUeCd7BtBPPvu8LkQZAY67w3LXnmtFC8Y8eOS7dHFylShLFjx9KiRQsGDhxI2bJlWbNmDUWL6huNiIiISEHWqFwIH9xaB4Dxqw4yYuYO1wVjsIWQdsNh2A645Tso3xowYO98GN8bfhkACYf/2f7sCfixF/z9rm27Wv1tYbjti+CdfQSt2VuPAdClZknM/x2lSdyKxWwiqpg/V7rr38vDTJeapfiwf13+erI1297ozO+PteDl7tUIC/DmwKlkHhq/ntvHrGLrkcRcDuYJzR6BxzdAg3sBE2ybCp83sd1mbc2y99uT63BNzxSXK1fuqt/8clq3Zs2aS8stWrRgx44d13JoEREREXGxnnXCSU7L5IWp0Xy3/ABmEwzvXi1fU3TanYc31Oxn+4jfB6u/grXfwo4/YM98aP0MhNeFaUNst7V6+kPPT6D2rVdsMiPLytztJwBbKJbCxcfTQu0yRahdpgi3N47kq8X7GLt0P6sPnKbn6GU8clMFnupQ+eoDc/mH2b7OGt4Ps56Bw6vhrxdg88+218PrOu39yJUViGeKRURERMS93N44kv/1qQnAN8sO8M7sna69YvxvoRWg2yh4eClENofM87BwhO2W6uSTULw6PLT4qoEYYMGOEySkZBDi70XjciHOqV0KpABvD57pXIWFz9zEzXXCMQz4fNE+7hy7mmOJ53NvoFRtGPQX9PjYdkv1sU0wti3MfgHOnXR0+ZILhWIRERERuSZ3NSnLiF41APh6yX7e/WtXwQnGACVqwKBZ0HcsBJSwvVZ3ADywAIpVvuquB+OTef63aABuaVAmf9P0yA2rdBFfPr2jHp/eUY8Abw/WxJym2ydLWbQzD8HWbLaNnv7YWtsdDYYVVn8JH9WEmcPgTIzD65ec6ewWERERkWt2d7NyvHGzLRh/9fc+nvplE6kZBeh5SZMJaveHoRvgkVXQ+3Pw8rvqLufSMnnwx3Ukns+gXmQRnu509QAthc/NdcKZObQlNUsHcSYlg0Hj1vL0r5uJjs3lWWOAwBK2598HTIUyjSArDdZ9C5/Wh98ehNP7Hf8G5DIKxSIiIiJyXQY2L8dbvWtiMZuYvukot3y1giMJebil1Jm8A6B4tVw3s1oNnv51E7tPnKN4oDdfDWiAt4fmmJXsyoX589uQ5tzbvBwAv22IpefoZfQavYxf1x3mfHoufxyq2B7unwcDZ0KFdmBkQfSv8EUzWP4JZGU6/k0IoFAsIiIiInYwoGlZJtzfhBB/L7YeSeLmz5axen98jtsahkFiSgY7jiWxan987uHBiT5buJc5207gZTHz1d0NKBHk4+qSpADz9rDw+s01+G1IM3rVDcfLYmZzbCLPTdlCs3cWMGHVwavP520yQflWcPc023Pu5dtAZirMe9X2zPGxzU57L4XZNY0+LSIiIiLyX80qhPL7Yy0YPH49244mcdc3q6lSMhCTCUyYMJkgOS2TY4mppPwrCIf4e3Ffi3Lc3awcwb6eLqt/7rbjfDR/NwBv9a6peYklzxqUDaFB2RBe6ZHG5HWxTFpzkMOnz/Py9K38uu4wb/WuSe0yRa7eSHg9uGcGbJoIc4bb5jce0xaaPQptngPvQKe8l8JIV4pFRERExG7KFPVjysPNublOOJlWg21Hk9h6JInoI4lsiU1kX1zypUAc4u9FWIA3p5PTeX/ublq8s5B3Zu8k7mya0+tevvcUQ3/aCMDAZmXp3yjC6TWI+wsL8GbITRVY9PRNvNazOoHeHmyJTaTX58sZPi2ahJT0qzdgMkG9AfDoGqjRx3ZL9YpP4bOGtmmcrFbnvJFCRleKRURERMSufL0sfHJ7Xe5vWZ7TKelggIHtFlIfDwulivhSKtgHH08LmVlW/ow+xheL9rHrxFm++nsfE1Yd5KVu1bijcYRT5j5etT+e+39YS1qmlfZVi/Nyj+oOP6bc2DwsZga1KE/32qUYOWsn0zYeYeLqQ8zdfoKRfWrRoXqJqzcQWAJuHQe1b7fNa3zmAEwbDGu/ga7vQukGTnkfhYVCsYiIiIjYnclkok5EkVy387CY6VW3ND1rh7Nw50k+XbiHLbGJvDQtmtlbj/FOv9qULuLrsDrXxpzmvnFrSc2w0rZKMb4YUB9PTb8kdlI80IePbqvLbY0ieGlaNPvjknngx3X0rVea13rWINgvl8cFqnSBCm1h5eew5H2IXQtj29mmFuvwGgQUd84bucHpjBcRERERlzObTXSoXoJpj7Tg5e7V8PYws3TPKTp/tIRJqw9hvdpgRddo/cEz3PvdGlLSs2hVKYwvNdK0OEjTqFBmPd6Kwa2jMJtg6sYjdPzob+ZuO5773N4e3tBqGAxdb7tyDLBpAnzWAFZ8Bpm53JItuVIoFhEREZECw2I28UCrKGY/0YoGZYtyLi2Tl6ZF0/LdhXwwdxcxp5LtcpzdJ85y73drSE7PokXFUMbe0xAfTwVicRwfTwsvdqvG5IebExXmz8mzaTw0fj09PlvGjE1HyMzK5XnhoFLQ92vbNE7h9SAtCea+DF82h70LnPMmblAKxSIiIiJS4EQVC+DXwc14uXs1gnw8OJqYymcL93LT+4u59asVTFx9kBNJqdfUdnJaJkMmrOdsWiaNy4fwzT2NFIjFaRqULcqsJ1rxcJsK+Hpa2HY0iSd+3kSbUYv5dtmB3Kcoi2gMDyyEm0eDfzGI3wMT+sLsFyDT+YPU3QgUikVERESkQLp41XjN8A6MvrMebSoXw2yCtTFnGD5tK03eXkCv0cv4bMEeth1NvPp8sBcYhsHwadHsi0umZJAPX95VH18vBWJxLh9PCy90rcqKF9rxdMfKhAV4cSThPCNmbqfrJ0tYf/DM1Rswm6H+3bZbqhs/ZHtt9ZfwTXuI2+34N3CD0UBbIiIiIlKg+Xha6FE7nB61wzmemMq0jUeYu/04Gw8lsDk2kc2xiXwwbzd+XhZqhAdRq3QRapUJomXFYhQL9L6srZ/XHmb6pqNYzCY+u7MeoQHeVziqiOMV9fdiaPtKPNg6imkbj/Dpgj3ExKdw61creLhNBZ7sUBkvj6tcx/QJhm6joGIHmD4EjkfDmDa2Earr3W2b4klypVAsIiIiIm6jZLAPQ26qwJCbKnDybCqLdp5k3vaTrNh3ipT0LNbGnGFtjO0qm5eHmTsbRzK4TRSlgn3ZfjSJ137fBsAznarQqFyIK9+KyCU+nhbuaBxJt1qleOP3bUzdeIQvFu9j0a44Puxfh2qlgq7eQOXOMGQFTH0IDvwNvw+Fkzug89sKxnmgUCwiIiIibql4oA+3NYrktkaRZFkN9sedI/pIIltiE1lz4DTbjyUxbkUMk1Yf4taGZVixL570TNvUS4NbR7m6fJFsgn09+fC2unSsXoKXpkWz41gSPT9bxv0ty/N4+0r4e18lvgWWhLunw7IPYeEIWPUFZJyH7h/abreWK1IoFhERERG3ZzGbqFQikEolAulbvwyGYbByXzwfL9jDmgOnmbj6EADhwT582L8uZrOunknB1bVWKRqWC2H4tGjmbj/B10v2M2PTUV7uUY3utUphutLVX7MZWj8DASVsV4vXf28bfKvXaDDr2fkr0Z8MREREROSGYzKZaF4xjF8HN+Pnh5rSomIoJYK8GX1XfYr6e7m6PJFcFQv0Zsw9Dfl2YEMiQnw5npTKY5M2MuDb1ew9ee7qO9e/G/p9AyYLbJ4Evz0AWRnOKdwN6UqxiIiIiNzQmkaF0jQq1NVliFyT9tVK0KJiGF/9vY8vFu9j+d54un6yhPtbRjG0XcUr31Jd6xaweMGU+2DbVEg8DA0GQbWe4JPLM8qFjK4Ui4iIiIiIFGA+nhae7FCZ+U+1oX3V4mRkGXz19z46fPg3s6KPYRhXmI6s+s1w+0Tw8IHYtTDjEXi/EkweBLv+gqxM576RAkqhWERERERExA1Ehvrx7b2N+OYe2y3VxxJTeWTiBgaNW8vp5PScd6rcGR5bB+1ehrDKkJlqu3L8023wUQ1Y8CacPuDcN1LAKBSLiIiIiIi4kQ7VSzDvqTY80b4SXh5mFu+Ko+dny9h6JDHnHYpEQOtn4dE18NBiaPoI+IXBueOw9AP4tC78cDPsngNXuup8A1MoFhERERERcTM+nhae6liZPx5rSdlQP44knKfflyv4bX3slXcymSC8HnQZCcN2wK3joEI7wGSb33hSf/i+Gxxe46y3USAoFIuIiIiIiLipKiUD+f2xlrStUoy0TCtPT97MazO2kpFlvfqOHl5Qow/cPQ2e2ATNh9qePT60Ar7tCD/fBXG7nfIeXE2hWERERERExI0F+3ry7cBGPN6+EgA/rDzIM5M3Y7Xm8VboouWg01swdAPUuxtMZtg5E75oAlPuhxPbHFd8AaBQLCIiIiIi4ubMZhPDOlbmqwEN8DCbmLHpKG/P2pG/RoJLQ6/RMGQlVOkGhhW2ToEvm8Ok2+HwWscU72IKxSIiIiIiIjeILjVLMurW2gB8s+wAY5bsy38jxavCHT/B4KW2W6wxwe7Z8G0HGHMTrPoKzsXZtW5XUigWERERERG5gfSpV4aXulUF4O1ZO5m64SqDb11Nqdq2wbgeWwf1BoDZA45uhL+ehw+qwIRbYNs0sOby/HIBp1AsIiIiIiJyg3mwVRT3tywPwHNTtjB94xFSM7KurbGwitDrcxi2E7q+B6UbgJEFe+fB5Hvhu85wdJPdanc2D1cXICIiIiIiIvZlMpkY3q0ap86lMWPTUZ78ZRM+U800jQqlTeVitKlcjKhiAflrNKAYNBls+zi1Fzb/BKu/gtg1ttuqG9wL7V8FvxBHvCWHUSgWERERERG5AZnNJkbdUoewAG9mbjnKiaQ0Fu+KY/Eu2/PAlUsE0K1WKbrXKkWlEoH5azysIrR/BRrdD/NehejJsP572D4dun8ANfvZ/w05iEKxiIiIiIjIDcrLw8wrParzcvdq7DpxliW74/h7dxxrDpxm94lz7D6xh4/n76FS8QDuaBzJXU0j8faw5P0AQeHQ7xvbVeJZz8HJbTDlPjgeDe1eAXM+2nIRPVMsIiIiIiJygzOZTFQtGcRDrSsw8YGmrBvekfdvrUO7qsXxtJjYc/Icb87cTrv3/+a39bFk5XWO44vKtYTBS6DFE7bPl30EP90BqYn2fzN2plAsIiIiIiJSyAT7eXJLgzJ8d28j1r3ckRG9a1IiyJsjCed5evJmun2ylPnbT2AY+QjHFg/o+Cb0/QY8fGDPHBjb3vb8cQGmUCwiIiIiIlKIBft6cnfTsix+pi3Pd6lKkI8Hu06c5YEf19Hl46X8uu4waZn5GLm69q1w318QVBri98DYdnBgiePewHVSKBYRERERERF8vSwMuakCS59rx8NtKuDvZWHXibM8N2ULLd9dxOiFeziRlJq3xsLrwUOLIaIJpCXC+L6wZbJD679WCsUiIiIiIiJySbCfJy90rcqKF9vzYteqlAzyIe5sGu/P3U2TtxfQ47OlfDhvN5sOJ2C92rPHAcXhnt+hem+wZsDUB2DpB5CfW7KdQKFYREREREREsgn29WRwmwosea4tH91Wh3qRRTCZYOuRJD5dsIfeny+n1XuLmBV97MrPHnv6wC3fQ/Ohts8XvAkzn4SsDKe9j9xoSiYRERERERG5Ii8PM33qlaFPvTLEnU1j8a6TLNp1kiW7T3Ek4TyPTNzATVWK8ebNNYkM9cvegNkMnd6C4EiY/RysHwd75kOTwdBgIPgEO/09XVaeS48uIiIiIiIibqNYoDe3Nozgi7sasO7lDjzevhJeFjOLd8XR8aO/+XzRXtIzrTnv3OQhuH0i+BeDpFiY9wp8WB3+ehESDjn3jfyLQrGIiIiIiIjkm4+nhWEdKzPriVY0iwolLdPKqDm7GPDNahLPX+H26Krd4cmtcPNnUKwqpJ+DVV/A501g4wSXPG+sUCwiIiIiIiLXrGLxACY92ISPbqtDoLcHa2JOc9vXKzl5pZGqPX2g/j3wyCq46zeIaAoZKTDjUZj6IKQmObV+hWIRERERERG5LiaTiT71yvDz4KaEBXiz8/hZ+n21ggOnkq+2E1TqAINmQftXwWSB6MnwdWs4ssFptSsUi4iIiIiIiF3UCA9m6pDmlA314/Dp89zy5QqiYxOvvpPZAq2ehkGzbYNxnTkA33aC1V87pWaFYhEREREREbGbyFA/pjzcnBrhQcQnp3PH2FWsizmdhx2bwMNLoNrNtnmNzc6ZLEmhWEREREREROyqWKA3Pz/UlKZRIZxLy+Se79awen987jv6FoX+P9qeNW54n+MLRaFYREREREREHCDQx5Pv721My4phpKRnce/3a1m5Lw/B+OKzxiaT44tEoVhEREREREQcxNfLwjcDG9KqUhjnM7IYNG4Ny/eecnVZl1EoFhEREREREYfx8bQw9p6G3FSlGKkZVu4bt5bPF+3l5NkrTNnkZArFIiIiIiIi4lA+nha+vrsB7asWJy3Tyqg5u2g+ciEPj1/P37vjsFoNl9WmUCwiIiIiIiIO5+1hC8ajbqlNvcgiZFoN/tp2nIHfraHbp0vZH3fOJXUpFIuIiIiIiIhTeFjM3NowgmmPtOCvJ1txb/NyBPp4sPP4WXqNXs7cbcedXpNCsYiIiIiIiDhd1ZJBvH5zDRY83YZG5YpyNi2Th8av54O5u8hy4u3UCsUiIiIiIiLiMsUDfZj0YFPubV4OgM8W7uW+cWtJSEl3yvEVikVERERERMSlPC1mXr+5Bh/fVhcfTzN/747j5elbnXJsD6ccRURERERERCQXveuVpnKJQF6ZsZWXu1d3yjEVikVERERERKTAqB4exJSHm2EymZxyPN0+LSIiIiIiIgWKswIxKBSLiIiIiIhIIaZQLCIiIiIiIoWWQrGIiIiIiIgUWgrFIiIiIiIiUmgpFIuIiIiIiEihpVAsIiIiIiIihZZCsYiIiIiIiBRaCsUiIiIiIiJSaCkUi4iIiIiISKGlUCwiIiIiIiKFlkKxiIiIiIiIFFoKxSIiIiIiIlJoKRSLiIiIiIhIoaVQLCIiIiIiIoWWQrGIiIiIiIgUWgrFIiIiIiIiUmgpFIuIiIiIiEihpVAsIiIiIiIihZZCsYiIiIiIiBRaCsUiIiIiIiJSaCkUi4iIiIiISKGlUCwiIiIiIiKFlkKxiIiIiIiIFFoKxSIiIiIiIlJoKRSLiIiIiIhIoaVQLCIiIiIiIoWWQrGIiIiIiIgUWgrFIiIiIiIiUmh5uLqAa2UYBgBJSUmXXsvIyCAlJYWkpCQ8PT1dVZpcA/Wde1P/uS/1nftS37k39Z/7Ut+5N/Wf+/pv313MgRdz4fVw21B89uxZACIiIlxciYiIiIiIiLjC2bNnCQ4Ovq42TIY9orULWK1Wjh49SmBgICaTCbBdNY6IiODw4cMEBQW5uELJD/Wde1P/uS/1nftS37k39Z/7Ut+5N/Wf+/pv3xmGwdmzZwkPD8dsvr6ngt32SrHZbKZMmTI5rgsKCtIXuZtS37k39Z/7Ut+5L/Wde1P/uS/1nXtT/7mvf/fd9V4hvkgDbYmIiIiIiEihpVAsIiIiIiIihdYNFYq9vb157bXX8Pb2dnUpkk/qO/em/nNf6jv3pb5zb+o/96W+c2/qP/flyL5z24G2RERERERERK7XDXWlWERERERERCQ/FIpFRERERESk0FIoFhERERERkUJLoVhEREREREQKLYViERERERERKbRuiFBsGAZvvPEG4eHh+Pv706dPH+Li4lxdllzBli1b6NSpE35+fpQsWZJBgwYRHx8PwMKFCzGZTJd99OjRw8UVy0Xfffddtv557LHHLq3/8ssvKV++PL6+vrRr1479+/e7sFr5t8WLF2fru4sf48eP17lXQG3evJn69euzbNmyy17P7Vz77bffqFatGj4+PjRq1Ij169c7s2wh5747ePAg/fr1IygoiNDQUPr27cvBgwcvrd+/f3+287BmzZquKL9Qy6nv8vI9UuddwfDf/ouJibniz78RI0YAOvdc7WrZAJz0M8+4Abz77rtGSEiI8fvvvxvLly83qlWrZnTt2tXVZckVtGrVyvjf//5nbN682Zg5c6ZRvnx5o1u3boZhGMbkyZON0qVLG3v27Ln0cfToURdXLBeNGjXKaNKkyWX9ExcXZxiGYfz666+Gt7e38eOPPxrr1q0zWrZsadSoUcPIyspycdViGIaRkpJyWb/t2bPHGDt2rBEYGGjEx8fr3Ctg1q9fb9x6662Gr6+vARhLly69tC63c23FihWGh4eH8dFHHxmbNm0y+vbtaxQvXtxISkpy1dspVK7Wd7fddpvxzDPPGOvXrzcWLlxo1KtXz6hVq9alvlu7dq1hNpuN3bt3XzoPDx065Kq3Uuhcre9y+x6p8871rtR/GRkZ2X7+zZo1y7BYLMaOHTsMw9C552pXywbO+pnn9qE4KyvLCAsLMz788MNLr82ePdsAjP3797uwMrmS/36TmThxomE2m43k5GTj66+/NurXr++iyiQ3L774otG3b98c19WrV894/PHHL32+Y8cOAzAWLlzorPIkn1q1amW89NJLhmEYOvcKmOHDhxsDBgwwFixYkO2X89zOtT59+hg333zzpfVnzpwxvL29je+++855b6AQu1rf/ffn3/Llyw3A2Llzp2EYhjFnzhwjJCTEqfXKP67Wd7l9j9R553pX67//GjBggHHnnXde+lznnmtdLRs462ee298+HR0dzalTp+jateul19q0aYPZbGbVqlUurEyuJCIi4rLPfXx8sFqtAJw+fZqwsDBXlCV5cKX+SUhIYOPGjZedh1WrVqVUqVI6DwuoBQsWsHHjRp5++mlA515BM2LECMaPH09UVNRlr+flXFu0aNFl64sUKUL9+vV1LjrJlfoOcv75B5CVlQXoPHS1q/Vdbn2j8871rtZ//7Z7925++eUXXnnllUuv6dxzrStlA2f+zHP7UHzxnvLy5ctfes3X15dixYoRGxvrqrIkjwzD4Ntvv6VJkyb4+fkRHx/P/Pnz8ff3p1q1arzwwgucO3fO1WXKBfHx8Xz77bcEBgZSu3Zt3nvvPTIyMjhw4ABw+XkIEBkZqfOwgBo1ahR33303ISEhADr3ChiTyZTj67mda2fOnCEhIUHnogtdqe9yMnbsWMqUKUPlypUB23m4Z88efH19qVixIg8//LDGSHGiq/Xd1b5H6rwrGPJ67n344Yd06NCBqlWrXnpN517B8e9scOLECcA5P/M8rq9s1zt37hxmsxlvb+/LXvfz8yMtLc1FVUleZGRk8Mgjj7Bo0SKWLFkCwMMPP8wdd9yBYRisXLmSV199lb179zJlyhQXVysAb7zxBsOHDyctLY0FCxbw2muvcfLkSXr16gXYzrt/03lYMO3bt4+5c+eyadOmS6/p3HMPF38Jv9K5drX1p06dck6RkivDMHjzzTcZM2YM06dPx8PD9utYr169aNq0KWazmc2bN/PKK6+wadMmli9fjsVicXHVhdvVvkfqvHMfSUlJTJw4kUmTJl32us69guG/2cCZP/PcPhR7e3tjtVrJzMy89EMFIDU1Ndt/kBQcsbGx3Hbbbezfv5+FCxfSsGFDACpUqHBpmwYNGhAcHMw999xDXFwcxYoVc1W5ckH16tUvLTdp0oSsrCzeffddbr31VgDS09Mv217nYcH09ddf07hxY2rXrn3pNZ177uHiH4CvdK7ltl5cLyEhgYEDB7Jo0SKmT59Oz549L60rU6YMZcqUAaBevXpUqFCB1q1bs2HDBho1auSqkoWrf4/Ueec+JkyYQFBQEN26dbvsdZ17rpdTNlizZg3gnJ95bn/7dOnSpQEuu0SelpZGXFxcrs8UiGvs3r2bJk2aEBgYyObNm2natOkVt61fvz7AZVNWSMFRv359kpOTKVmyJACHDx++bP3hw4d1HhZAU6ZMoW/fvlfdRudewXTxZ96VzrWwsDC8vb11LhZQcXFxtGjRgqNHj7Jx48bLAnFOdB4WXP/uG5137mPy5Mn06tUr16u/Ovec60rZwJk/89w+FNevXx9fX1/mzZt36bW///4bk8lE69atXViZXMmdd95Js2bNmDVrFsWLF7/qtmvWrMFsNmd7VkAKhjVr1lC0aFEiIiIoV67cZefh7t27iY2NpX379i6sUP5r06ZNHDhwgN69e191O517BVPp0qWveq6ZzWaaNWt22frExETWrVunc7EAGDJkCMHBwSxduvSyK49XcvEqScWKFR1dmuTTv79H6rxzD/Hx8SxdujTXn3+gc8/ZrpQNnPkzz+1vn/b19WXIkCG8+uqrREZGEhAQwBNPPMHgwYMvDSAjBcfu3btZv349L7zwQraJt4sVK8Z7771Ho0aNiIqKYvXq1Tz//PMMHjyY0NBQF1Us/zZ06FC6d+9OqVKlmD9/Pu+99x5vvPEGZrOZYcOG8eKLL1K3bl3Kly/PU089RY8ePahVq5ary5Z/Wbx4McWLF780sM9Fw4cP17nnJnI714YNG0afPn1o3bo1TZs25Y033qBKlSrZbhcU50pJSWHGjBmMGjUq2wAwRYsWJTQ0lPfff5/w8HBq1qzJ9u3bee655+jatSt169Z1TdFySW7fI3XeFXxLly7FMAyaN2+ebZ3OPdfJLRs47WfetcwlVdCkpqYaQ4YMMYKCgoyiRYsaQ4cONVJTU11dluTg77//NoAcPz777DNj+PDhRvHixQ0fHx+jevXqxocffmhkZma6umy5YNCgQUZISIjh5+dn1K1b1/jxxx8vrbNarcYrr7xihIWFGQEBAcZdd91lnDlzxnXFSo4GDBhgdO7cOdvrOvcKpgMHDmSbbzMv59ro0aON8PBww9fX1+jevbtx+PBhJ1cu/+27gwcPXvHn39NPP20YhmF8/vnnRunSpQ1vb2+jUqVKxvDhw43z58+78m0USjmdd3n5HqnzrmDIqf8MwzBefvllo0qVKjnuo3PPdXLLBs76mWcyDMPIf6YXERERERERcX9u/0yxiIiIiIiIyLVSKBYREREREZFCS6FYRERERERECi2FYhERERERESm0FIpFRERERESk0FIoFhERERERkUJLoVhEREREREQKLYViERERERERKbQUikVERERERKTQUigWERERERGRQkuhWERERERERAothWIREREREREptP4PvgEGS9+b3WQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "e = EMA(c)\n",
    "print(e)\n",
    "print(e.get_param('n'))\n",
    "e.plot(legend_on=True)\n",
    "\n",
    "e.set_param('n', 30)\n",
    "e = e(c)\n",
    "e.plot(new=False, legend_on=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "查看 ind 参数。ind 参数支持：\n",
    "\n",
    "- i : int\n",
    "- s : str\n",
    "- b : bool\n",
    "- d : float"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Indicator{\n",
      "  name: IEma\n",
      "  size: 0\n",
      "  discard: 0\n",
      "  result sets: 1\n",
      "  params: params[kdata(KData): Null, n(int): 22, ]\n",
      "  support indicator param: True\n",
      "  ind params: {}\n",
      "  formula: IEma\n",
      "}\n"
     ]
    }
   ],
   "source": [
    "#EMA指标有参数 \"n\"，类型\"i\"代表整数\n",
    "print(EMA())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3 TA-Lib包装指标\n",
    "\n",
    "在交互工具里对TA-Lib进行了包装，命名方式统一为 TA_FUNC名称。其中，ta-lib指标的lookback属性，用discard属性代替。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'TA_SMA' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp\\ipykernel_26024\\456156229.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mx\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mTA_SMA\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mCLOSE\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mk\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdiscard\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'TA_SMA' is not defined"
     ]
    }
   ],
   "source": [
    "x = TA_SMA(CLOSE(k))\n",
    "print(x)\n",
    "x.plot()\n",
    "\n",
    "print(x.discard)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "个别的Ta-Lib函数需要两个数组参数，比如BETA、CORREL。此时需要利用特殊的 Indicator  WEAVE 将两个数组包装到一个 ind 对象中。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "query = Query(-200)\n",
    "k1 = sm['sh000001'].get_kdata(query)\n",
    "k2 = sm['sz000001'].get_kdata(query)\n",
    "\n",
    "w = WEAVE(CLOSE(k1), CLOSE(k2))\n",
    "print(w.get_result_num())\n",
    "\n",
    "cr = TA_CORREL(w)\n",
    "cr.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.4 动态指标参数\n",
    "\n",
    "在通道信等证券行情软件中，其技术指标中的窗口参数通常支持整数，也支持使用指标，如：\n",
    "\n",
    "```\n",
    "T1:=HHVBARS(H,120); {120内的最高点距今天的天数}\n",
    "L120:=LLV(L,T1+1); {120内的最高点至今，这个区间的最低点}\n",
    "```\n",
    "\n",
    "***自 1.2.3 版本后，Hikyuu 也开始支持使用指标作为窗口参数***"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "h = HIGH(k)\n",
    "l = LOW(k)\n",
    "T1 = HHVBARS(h, 120)\n",
    "L120 = LLV(l, T1+1)\n",
    "L120.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**注意事项**\n",
    "\n",
    "由于无法区分 Indicator(ind) 形式时，ind 究竟是指标参数还是待计算的输出数据，此时如果希望 ind 作为参数，需要通过 IndParam 进行显示指定，如：EMA(IndParam(ind))。\n",
    "\n",
    "最佳的方式，则是通过指定参数名，来明确说明使用的是参数：\n",
    "\n",
    "```\n",
    "x = EMA(c)  # 以收盘价作为计算的输入\n",
    "y = EMA(IndParam(c)) # 以收盘价作为 n 参数\n",
    "z = EMA(n=c) # 以收盘价作为参数 n\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 或者以原型的方式，通过指定上下文计算\n",
    "T1 = HHVBARS(H, 120)\n",
    "L120 = LLV(L, T1+1)\n",
    "L120.set_context(k)\n",
    "L120.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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